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1. Vertical Land Motion Due To Present-Day Ice Loss From Greenland's and Canada's Peripheral Glaciers

Author: Berg, D., Barletta, V. R., Hassan, J., Lippert, E. Y.H., Colgan, W., Bevis, M., Steffen, R., Khan, S. A., Berg, D., Barletta, V. R., Hassan, J., Lippert, E. Y.H., Colgan, W., Bevis, M., Steffen, R., and Khan, S. A.
Abstract: Greenland's bedrock responds to ongoing ice loss with an elastic vertical land motion (VLM) that is measured by Greenland's Global Navigation Satellite System (GNSS) Network (GNET). The measured VLM also contains other contributions, including the long-term viscoelastic response of the Earth to the deglaciation of the last glacial period. Greenland's ice sheet (GrIS) produces the most significant contribution to the total VLM. The contribution of peripheral glaciers (PGs) from both Greenland (GrPGs) and Arctic Canada (CanPGs) has not carefully been accounted for in previous GNSS analyses. This is a significant concern, since GNET stations are often closer to PGs than to the ice sheet. We find that, PGs produce significant elastic rebound, especially in North and East Greenland. Across these regions, the PGs produce up to 32% of the elastic rebound. For a few stations in the North, the VLM from PGs is larger than that due to the GrIS.
Published: 2024

2. LMXSC Elicits Hubristic Pride and Social Undermining in Individuals with High Trait Dominance

Author: Korman, Benjamin A., Tröster, Christian, Giessner, Steffen R., Korman, Benjamin A., Tröster, Christian, and Giessner, Steffen R.
Abstract: A consensus in the literature has converged on the idea that one's perceptions of being treated better by a leader (compared with one's coworkers' treatment by the same leader) motivate prosocial behaviour. Drawing on current theory of hubristic pride and its evolutionary role in status maintenance, we challenge this consensus by proposing that favourable, downward social comparisons of leader-member exchange (i.e., leader-member exchange social comparisons; LMXSC) can also lead to social undermining. Specifically, we argue that, in individuals with high trait dominance, LMXSC triggers hubristic pride, which, in turn, motivates social undermining. Results from two experiments and a longitudinal field study support this idea. In sum, our work shifts the consensus in LMXSC theory by showing when and why high LMXSC can motivate negative coworker-directed behaviour, and it also offers practical help to organizational leaders dealing with the ethical decision of if, and when, to preferentially treat individual team members.
Published: 2023

3. Simulating horizontal crustal motions of glacial isostatic adjustment using compressible cartesian models

Author: Reusen, J.M. (author), Steffen, R (author), Steffen, Holger (author), Root, B.C. (author), van der Wal, W. (author), Reusen, J.M. (author), Steffen, R (author), Steffen, Holger (author), Root, B.C. (author), and van der Wal, W. (author)
Abstract: Significant land uplift and horizontal motions have been recorded with Global Navigation Satellite Systems (GNSS) in areas such as Alaska, Iceland and the Northern Antarctic Peninsula (NAP) as a result of Glacial Isostatic Adjustment (GIA) due to ice melt after the Little Ice Age. Here, analysis of horizontal displacement rates can be of extra importance, as they are more sensitive to Earth properties in shallower layers than vertical displacement rates. Proper modelling of horizontal displacement rates with dedicated GIA models requires a spherical Earth with compressible rheology. However, in these small areas, the used GIA models are often incompressible using a Cartesian geometry to ease computation and in some cases allow for lateral viscosity changes or more complex rheology. We investigate the validity of modelled horizontal displacement rates using different approximations, that is using spherical or Cartesian Earth structures, and incompressible, material compressible or compressible rheology. Although the lack of self-gravity and sphericity compensate each other in the vertical, this is less the case for the horizontal. For a disc ice sheet with a radius just over 200 km and a thickness of 1000 m, differences due to sphericity are minimal and the modelled horizontal displacement rates of compressible Cartesian models differ from those simulated by a compressible spherical model by 0.63 mm a-1. Thus, compressible Cartesian GIA models can be applied for modelling horizontal displacement rates of small ice sheets like those in Alaska, Iceland and NAP. Unfortunately, the implementation of compressibility in Abaqus that we use here cannot be extended to spherical models as gravity can not be specified for a spherical body. Other modelling approaches are recommended in such cases., Astrodynamics & Space Missions
Published: 2023
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4. Walking Our Evidence-Based Talk:The Case of Leadership Development in Business Schools

Author: Leroy, Hannes L., Anisman-Razin, Moran, Avolio, Bruce J., Bresman, Henrik, Stuart Bunderson, J., Burris, Ethan R., Claeys, Johannes, Detert, James R., Dragoni, Lisa, Giessner, Steffen R., Kniffin, Kevin M., Kolditz, Thomas, Petriglieri, Gianpiero, Pettit, Nathan C., Sitkin, Sim B., Van Quaquebeke, Niels, Vongswasdi, Pisitta, Leroy, Hannes L., Anisman-Razin, Moran, Avolio, Bruce J., Bresman, Henrik, Stuart Bunderson, J., Burris, Ethan R., Claeys, Johannes, Detert, James R., Dragoni, Lisa, Giessner, Steffen R., Kniffin, Kevin M., Kolditz, Thomas, Petriglieri, Gianpiero, Pettit, Nathan C., Sitkin, Sim B., Van Quaquebeke, Niels, and Vongswasdi, Pisitta
Abstract: Academics have lamented that practitioners do not always adopt scientific evidence in practice, yet while academics preach evidence-based management (EBM), they do not always practice it. This paper extends prior literature on difficulties to engage in EBM with insights from behavioral integrity (i.e., the study of what makes individuals and collectives walk their talk). We focus on leader development, widely used but often critiqued for lacking evidence. Analyzing 60 interviews with academic directors of leadership centers at top business schools, we find that the selection of programs does not always align with scientific recommendations nor do schools always engage in high-quality program evaluation. Respondents further indicated a wide variety of challenges that help explain the disconnect between business schools claiming A but practicing B. Behavioral Integrity theory would argue these difficulties are rooted in the lack of an individually owned and collectively endorsed identity, an identity of an evidence-based leader developer (EBLD). A closer inspection of our data confirmed that the lack of a clear and salient EBLD identity makes it difficult for academics to walk their evidence-based leader development talk. We discuss how these findings can help facilitate more evidence-based leader development in an academic context.
Published: 2022

5. International differences in employee silence motives : scale validation, prevalence, and relationships with culture characteristics across 33 countries

Author: Knoll, Michael, Götz, Martin, Adriasola, Elisa, Al‐Atwi, Amer Ali, Arenas, Alicia, Atitsogbe, Kokou A., Barrett, Stephen, Bhattacharjee, Anindo, Blanco, Norman D., Bogilović, Sabina, Bollmann, Grégoire, Bosak, Janine, Bulut, Cagri, Carter, Madeline, Černe, Matej, Chui, Susanna L. M., Di Marco, Donatella, Duden, Gesa S., Elsey, Vicki, Fujimura, Makoto, Gatti, Paola, Ghislieri, Chiara, Giessner, Steffen R., Hino, Kenta, Hofmans, Joeri, Jønsson, Thomas S., Kazimna, Pazambadi, Lowe, Kevin B., Malagón, Juliana, Mohebbi, Hassan, Montgomery, Anthony, Monzani, Lucas, Pieterse, Anne Nederveen, Ngoma, Muhammed, Ozeren, Emir, O'Shea, Deirdre, Ottsen, Christina Lundsgaard, Pickett, Jennifer, Rangkuti, Anna A., Retowski, Sylwiusz, Ardabili, Farzad Sattari, Shaukat, Razia, Silva, Silvia A., Šimunić, Ana, Steffens, Niklas K., Sultanova, Faniya, Szücs, Daria, Tavares, Susana M., Tipandjan, Arun, Dick, Rolf, Vasiljevic, Dimitri, Wong, Sut I., Zacher, Hannes, Knoll, Michael, Götz, Martin, Adriasola, Elisa, Al‐Atwi, Amer Ali, Arenas, Alicia, Atitsogbe, Kokou A., Barrett, Stephen, Bhattacharjee, Anindo, Blanco, Norman D., Bogilović, Sabina, Bollmann, Grégoire, Bosak, Janine, Bulut, Cagri, Carter, Madeline, Černe, Matej, Chui, Susanna L. M., Di Marco, Donatella, Duden, Gesa S., Elsey, Vicki, Fujimura, Makoto, Gatti, Paola, Ghislieri, Chiara, Giessner, Steffen R., Hino, Kenta, Hofmans, Joeri, Jønsson, Thomas S., Kazimna, Pazambadi, Lowe, Kevin B., Malagón, Juliana, Mohebbi, Hassan, Montgomery, Anthony, Monzani, Lucas, Pieterse, Anne Nederveen, Ngoma, Muhammed, Ozeren, Emir, O'Shea, Deirdre, Ottsen, Christina Lundsgaard, Pickett, Jennifer, Rangkuti, Anna A., Retowski, Sylwiusz, Ardabili, Farzad Sattari, Shaukat, Razia, Silva, Silvia A., Šimunić, Ana, Steffens, Niklas K., Sultanova, Faniya, Szücs, Daria, Tavares, Susana M., Tipandjan, Arun, Dick, Rolf, Vasiljevic, Dimitri, Wong, Sut I., and Zacher, Hannes
Abstract: Employee silence, the withholding of work-related ideas, questions, or concerns from someone who could effect change, has been proposed to hamper individual and collective learning as well as the detection of errors and unethical behaviors in many areas of the world. To facilitate cross-cultural research, we validated an instrument measuring four employee silence motives (i.e., silence based on fear, resignation, prosocial, and selfish motives) in 21 languages. Across 33 countries (N = 8,222) representing diverse cultural clusters, the instrument shows good psychometric properties (i.e., internal reliabilities, factor structure, and measurement invariance). Results further revealed similarities and differences in the prevalence of silence motives between countries, but did not necessarily support cultural stereotypes. To explore the role of culture for silence, we examined relationships of silence motives with the societal practices cultural dimensions from the GLOBE Program. We found relationships between silence motives and power distance, institutional collectivism, and uncertainty avoidance. Overall, the findings suggest that relationships between silence and cultural dimensions are more complex than commonly assumed. We discuss the explanatory power of nations as (cultural) units of analysis, our social scientific approach, the predictive value of cultural dimensions, and opportunities to extend silence research geographically, methodologically, and conceptually.
Published: 2022

6. Dual Leadership in the Matrix:Effects of Leader-Member Exchange (LMX) and Dual-Leader Exchange (DLX) on Role Conflict and Dual Leadership Effectiveness

Author: Sahlmueller, Ben, Van Quaquebeke, Niels, Giessner, Steffen R., van Knippenberg, Daan, Sahlmueller, Ben, Van Quaquebeke, Niels, Giessner, Steffen R., and van Knippenberg, Daan
Abstract: While strategic management theories have heavily engaged with the reality of matrix organizations, leadership theories that actually focus on the people working within such arrangements are missing. We argue that (a) followers perceive dual leadership effectiveness to be more than the sum of each leader's effectiveness, (b) a core detriment to perceived dual leadership effectiveness is role conflict experienced by the follower, and (c) Leader-Member Exchange (LMX) needs to be theoretically extended to the triadic level to capture the influence of dual leadership. Specifically, followers’ role conflict and leadership effectiveness perceptions are driven not only by how they perceive their LMX relationships with both leaders, but also how they perceive the relationship quality between their leaders (dual leadership exchange, DLX). As such, even though higher LMX is still better than lower LMX, having a similar exchange relationship with both leaders reduces employees’ role conflict and, by extension, heightens dual leadership effectiveness. Additionally, we reason that when employees lack a good relationship with one of the leaders, higher DLX can act as a substitute. We find support for our hypotheses by applying polynomial regression analyses to a dataset of 111 managers from a matrix organization who report to both a regional and business unit leader.
Published: 2022

7. When and why does status threat at work bring out the best and the worst in us?:A temporal social comparison theory

Author: Reh, Susan, Van Quaquebeke, Niels, Tröster, Christian, Giessner, Steffen R., Reh, Susan, Van Quaquebeke, Niels, Tröster, Christian, and Giessner, Steffen R.
Abstract: This paper seeks to explain when and why people respond to status threat at work with behaviors oriented toward either self-improvement or interpersonal harming. To that end, we extend the established static social comparison perspective on status threat. Specifically, we introduce the notion of temporal proximity of status threat, which is informed by five temporal social comparison markers. We argue that people construe distal future status gaps as a challenge (and thus show self-improvement-oriented responses), but construe a more proximal status gap as a threat (and thus engage in negative interpersonal behaviors). Further, we introduce three factors of uncertainty that may render the underlying temporal comparison less reliable, and thereby less useful for guiding one's response. Overall, our temporal social comparison theory integrates and extends current theorizing on status threat in organizations by fully acknowledging the dynamic nature of social comparisons. Plain Language Summary Employees often compare themselves to others to evaluate their status. If they perceive that their status is at threat or risk losing status, they engage in behaviors to prevent status loss. These behaviors can be positive, aimed at improving one's position or they can be negative, aimed at harming others. This paper develops a theoretical framework to examine when employees engage in more challenge- vs. threat-oriented behaviors. We argue that an important question how employees react to status threat is its temporal proximity—will an employee's status be threatened in the near versus distal future? We propose that the more distal (vs. proximate) the status threat is, the more employees gravitate towards challenge- and less threat-oriented behaviors. But how do employees know when a status threat occurs in the future? We argue that employees will compare their past status trajectories to co-workers’ status trajectories to mentally extrapolate the temporal proximity of such a
Published: 2022

8. The Consequences of Incongruent Abusive Supervision:Anticipation of Social Exclusion, Shame, and Turnover Intentions

Author: Korman, Benjamin A., Tröster, Christian, Giessner, Steffen R., Korman, Benjamin A., Tröster, Christian, and Giessner, Steffen R.
Abstract: We investigated the turnover intentions of employees who perceive that they are being treated with more or less abusive supervision than their coworkers. We call this incongruent abusive supervision. Our findings support our theory that employees associate incongruent abusive supervision with the anticipation of social exclusion from their coworkers. Furthermore, this appraisal of social exclusion threat is associated with feelings of shame, which, in turn, increase turnover intentions. Two experimental vignettes provide support for our theoretical model. These findings demonstrate the effect that incongruent abusive supervision has on employees’ reactions to abusive supervision and introduces shame as an emotional mechanism important for understanding employee responses to supervisor abuse both when they are singled out for abuse and when they are spared abuse while their coworkers are not.
Published: 2021

9. Identity leadership, employee burnout and the mediating role of team identification: evidence from the global identity leadership development project

Author: Dick, Rolf van, Cordes, Berrit L., Lemoine, Jérémy E., Steffens, Niklas K., Haslam, S. Alexander, Akfirat, Serap Arslan, Ballada, Christine Joy A., Bazarov, Tahir, Aruta, John Jamir Benzon, Avanzi, Lorenzo, Bodla, Ali Ahmad, Bunjak, Aldijana, Černe, Matej, Dumont, Kitty, Edelmann, Charlotte M., Epitropaki, Olga, Fransen, Katrien, García-Ael, Cristina, Gießner, Steffen R., Gleibs, Ilka Helene, Godlewska-Werner, Dorota, González, Roberto, Kark, Ronit, Laguia Gonzalez, Ana, Lam, Hodar, Lipponen, Jukka, Lupina-Wegener, Anna, Markovits, Yannis, Maskor, Mazlan, Molero, Fernando, Monzani, Lucas, Moriano Leon, Juan A., Neves, Pedro, Orosz, Gábor, Pandey, Diwakar, Retowski, Sylwiusz, Roland-Lévy, Christine, Samekin, Adil, Schuh, Sebastian C., Sekiguchi, Tomoki, Song, Lynda Jiwen, Story, Joana, Stouten, Jeroen, Sultanova, Lilia, Tatachari, Srinivasan, Valdenegro, Daniel, Bunderen, Lisanne van, Van Dijk, Dina, Humborstad, Sut I. Wong, Youssef, Farida, Zhang, Xin-an, Kerschreiter, Rudolf, Dick, Rolf van, Cordes, Berrit L., Lemoine, Jérémy E., Steffens, Niklas K., Haslam, S. Alexander, Akfirat, Serap Arslan, Ballada, Christine Joy A., Bazarov, Tahir, Aruta, John Jamir Benzon, Avanzi, Lorenzo, Bodla, Ali Ahmad, Bunjak, Aldijana, Černe, Matej, Dumont, Kitty, Edelmann, Charlotte M., Epitropaki, Olga, Fransen, Katrien, García-Ael, Cristina, Gießner, Steffen R., Gleibs, Ilka Helene, Godlewska-Werner, Dorota, González, Roberto, Kark, Ronit, Laguia Gonzalez, Ana, Lam, Hodar, Lipponen, Jukka, Lupina-Wegener, Anna, Markovits, Yannis, Maskor, Mazlan, Molero, Fernando, Monzani, Lucas, Moriano Leon, Juan A., Neves, Pedro, Orosz, Gábor, Pandey, Diwakar, Retowski, Sylwiusz, Roland-Lévy, Christine, Samekin, Adil, Schuh, Sebastian C., Sekiguchi, Tomoki, Song, Lynda Jiwen, Story, Joana, Stouten, Jeroen, Sultanova, Lilia, Tatachari, Srinivasan, Valdenegro, Daniel, Bunderen, Lisanne van, Van Dijk, Dina, Humborstad, Sut I. Wong, Youssef, Farida, Zhang, Xin-an, and Kerschreiter, Rudolf
Abstract: Do leaders who build a sense of shared social identity in their teams thereby protect them from the adverse effects of workplace stress? This is a question that the present paper explores by testing the hypothesis that identity leadership contributes to stronger team identification among employees and, through this, is associated with reduced burnout. We tested this model with unique datasets from the Global Identity Leadership Development (GILD) project with participants from all inhabited continents. We compared two datasets from 2016/2017 (n = 5290; 20 countries) and 2020/2021 (n = 7294; 28 countries) and found very similar levels of identity leadership, team identification and burnout across the five years. An inspection of the 2020/2021 data at the onset of and later in the COVID-19 pandemic showed stable identity leadership levels and slightly higher levels of both burnout and team identification. Supporting our hypotheses, we found almost identical indirect effects (2016/2017, b = −0.132; 2020/2021, b = −0.133) across the five-year span in both datasets. Using a subset of n = 111 German participants surveyed over two waves, we found the indirect effect confirmed over time with identity leadership (at T1) predicting team identification and, in turn, burnout, three months later. Finally, we explored whether there could be a “too-much-of-a-good-thing” effect for identity leadership. Speaking against this, we found a u-shaped quadratic effect whereby ratings of identity leadership at the upper end of the distribution were related to even stronger team identification and a stronger indirect effect on reduced burnout.
Published: 2021

10. Many Labs 5:Registered Replication of Albarracín et al. (2008), Experiment 5

Author: Chartier, Christopher R., Arnal, Jack D., Arrow, Holly, Bloxsom, Nicholas G., Bonfiglio, Diane B.V., Brumbaugh, Claudia C., Corker, Katherine S., Ebersole, Charles R., Garinther, Alexander, Giessner, Steffen R., Hughes, Sean, Inzlicht, Michael, Lin, Hause, Mercier, Brett, Metzger, Mitchell, Rangel, Derek, Saunders, Blair, Schmidt, Kathleen, Storage, Daniel, Tocco, Carly, Chartier, Christopher R., Arnal, Jack D., Arrow, Holly, Bloxsom, Nicholas G., Bonfiglio, Diane B.V., Brumbaugh, Claudia C., Corker, Katherine S., Ebersole, Charles R., Garinther, Alexander, Giessner, Steffen R., Hughes, Sean, Inzlicht, Michael, Lin, Hause, Mercier, Brett, Metzger, Mitchell, Rangel, Derek, Saunders, Blair, Schmidt, Kathleen, Storage, Daniel, and Tocco, Carly
Abstract: In Experiment 5 of Albarracín et al. (2008), participants primed with words associated with action performed better on a subsequent cognitive task than did participants primed with words associated with inaction. A direct replication attempt by Frank, Kim, and Lee (2016) as part of the Reproducibility Project: Psychology (RP:P) failed to find evidence for this effect. In this article, we discuss several potential explanations for these discrepant findings: the source of participants (Amazon’s Mechanical Turk vs. traditional undergraduate-student pool), the setting of participation (online vs. in lab), and the possible moderating role of affect. We tested Albarracín et al.’s original hypothesis in two new samples: For the first sample, we followed the protocol developed by Frank et al. and recruited participants via Amazon’s Mechanical Turk (n = 580). For the second sample, we used a revised protocol incorporating feedback from the original authors and recruited participants from eight universities (n = 884). We did not detect moderation by protocol; patterns in the revised protocol resembled those in our implementation of the RP:P protocol, but the estimate of the focal effect size was smaller than that found originally by Albarracín et al. and larger than that found in Frank et al.’s replication attempt. We discuss these findings and possible explanations.
Published: 2020

11. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Zhou, Yaoqi, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M.F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W.K., Engel, Michael S., Chandrasekaran, Arun R., Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Hüttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P.M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E.D.R., Liew, Alan W.C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok H., Boehme, Karen A., Brenneisen, Peter, Brown, James A.L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverría, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuív, Páraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian, Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D.A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angélique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C.G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad B., Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A.M.J.J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H.G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helanterä, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martín, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M.C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P.S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J.L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines M., Reschke, Cristina R., Sillanpää, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzálezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J.N., Gutiérrez-Sacristán, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Tröder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T.K., Cooper, 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Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R.A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Souto-Maior, Caetano, Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolò, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Nordén, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong I., Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.
Published: 2019

12. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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G., Epp, Trevor, Eskelinen, Eeva-liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, De Keersmaecker, Kim, Kristiansson, Erik, De Leeuw, Frank-erik, Li, Jiuyong, Liang, Shide, Lopez-escamez, Jose A., Lopez-ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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X., Obeidat, Monther, Oh, Deog-hwan, Owais, Mohammed, Pace-asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-arjona, Leonardo, Qi, Peng-fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. 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L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019
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13. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019
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14. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., Garcia-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Perez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, St Hilaire, Cynthia, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. 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C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-Feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Asefa, N. G., Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, Jose R., Guo, Chengying, Guo, Xinyi, Gupta, Himanshu, He, Shuonan, Heijne, Marloes, Heinemann, Stephanie, Hogrebe, Alexander, Huang, Zhengping, Iskander-Rizk, Sophinese, Iyer, Lavanya M., Jahan, Yasmin, James, Ameh S., Joel, Emmanuel, Joffroy, Bastian, Jegousse, Clara, Kambondo, George, Karnati, Priyanka, Kaya, Cihan, Ke, An, Kelly, Daniel, Kickert, Rob, Kidibule, Peter E., Kieselmann, Jennifer P., Kim, Hyeon J., Kitazawa, Takeshi, Lamberts, Aniek, Li, You, Liang, Huakang, Linn, Sabrina N., Litfin, Thomas, Liusuo, Wang, Lygirou, Vasiliki, Mahato, Ajay K., Mai, Zhi-Ming, Major, Rupert W., Mali, Samira, Mallis, Panagiotis, Mao, Wenzhi, Marvin-Dowle, Katie, Mason, Leanda D., Merideth, Ben, Merino-Plaza, Maria J., Merlaen, Britt, Messina, Rossella, Mishra, Anand K., Muhammad, Junaid, Musinguzi, Conrad, Nanou, Afroditi, Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T. 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M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. 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X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. J., Kong, Xiangpeng, Konkle-Parker, Deborah, Korpela, Kalevi M., Kostrikis, Leondios G., Kraiczy, Peter, Kratz, Harald, Krause, Gunter, Krebsbach, Paul H., Kristensen, Soren R., Kumari, Prerna, Kunimatsu, Akira, Kurdak, Hatice, Kwon, Young D., Lachat, Carl, Lagisz, Malgorzata, Laky, Brenda, Lammerding, Jan, Lange, Matthias, Larrosa, Mar, Laslett, Andrew L., LeClair, Elizabeth E., Lee, Kyung-Woo, Lee, Ming-Yih, Lee, Moon-Soo, Li, Genyuan, Li, Jiansheng, Lieb, Klaus, Lim, Yau Y., Lindsey, Merry L., Line, Paul-Dag, Liu, Dengcai, Liu, Fengbin, Liu, Haiyan, Liu, Hongde, Lloyd, Vett K., Lo, Te-Wen, Locci, Emanuela, Loidl, Josef, Lorenzen, Johan, Lorkowski, Stefan, Lovell, Nigel H., Lu, Hua, Lu, Wei, Lu, Zhiyong, Luengo, Gustavo S., Lundh, Lars-Gunnar, Lysy, Philippe A., Mabb, Angela, Mack, Heather G., Mackey, David A., Mahdavi, S. R., Maher, Pamela, Maher, Toby, Maity, Sankar N., Malgrange, Brigitte, Mamoulakis, Charalampos, Mangoni, Arduino A., Manke, Thomas, Manstead, Antony S. R., Mantalaris, Athanasios, Marsal, Jan, Marschall, Hanns-Ulrich, Martin, Francis L., Martinez-Raga, Jose, Martinez-Salas, Encarnacion, Mathieu, Daniel, Matsui, Yoichi, Maza, Elie, McCutcheon, James E., Mckay, Gareth J., McMillan, Brian, McMillan, Nigel, Meads, Catherine, Medina, Loreta, Merrick, B. Alex, Metzger, Dennis W., Meunier, Frederic A., Michaelis, Martin, Micheau, Olivier, Mihara, Hisaaki, Mintz, Eric M., Mizukami, Takuo, Moalic, Yann, Mohapatra, D. P., Monteiro, Antonia, Montes, Matthieu, Moran, John V., Morozov, Sergey Y., Mort, Matthew, Murai, Noriyuki, Murphy, Denis J., Murphy, Susan K., Murray, Shauna A., Naganawa, Shinji, Nammi, Srinivas, Nasios, Grigorios, Natoli, Roman M., Nguyen, Frederique, Nicol, Christine, van Nieuwerburgh, Filip, Nilsen, Erlend B., Nobile, Clarissa J., O'Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. C., Plevris, John N., Pollesello, Piero, Polz, Martin, Ponti, Giovanna, Porcelli, Piero, Prince, Martin, Quinn, Gwendolyn P., Quinn, Terence J., Ramula, Satu, Rappsilber, Juri, Rehfeldt, Florian, Reiling, Jan H., Remacle, Claire, Rezaei, Mohsen, Riddick, Eric W., Ritter, Uwe, Roach, Neil W., Roberts, David D., Robles, Guillermo, Rodrigues, Tiago, Rodriguez, Cesar, Roislien, Jo, Roobol, Monique J., Rowe, J. Alexandra, Ruepp, Andreas, van Ruitenbeek, Jan, Rust, Petra, Saad, Sonia, Sack, George H., Santos, Manuela, Saudemont, Aurore, Sava, Gianni, Schrading, Simone, Schramm, Alexander, Schreiber, Martin, Schuler, Sidney, Schymkowitz, Joost, Sczyrba, Alexander, Seib, Kate L., Shi, Han-Ping, Shimada, Tomohiro, Shin, Jeon-Soo, Shortt, Colette, Silveyra, Patricia, Skinner, Debra, Small, Ian, Smeets, Paul A. M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, del Tredici, Andria L., Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Van den Bos, Wouter, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chavez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Gruneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. 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P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. M., Burton, Kathryn J., Butkowski, Eugene G., Carroll, Grace, Chao, Fengqing, Charrier, Elisabeth E., Chen, Xiaoyin, Chen, Yu-Chih, Choi, Jane R., Christoffersen, Tore, Comel, Joao C., Cosse, Cyril, Cui, Yanru, van Dessel, Pieter, Diodato, Daria, Duffey, Maelle, Dutt, Avik, Egea, Luis G., El-Said, Mohammed, Faye, Martin, Fernandez-Fernandez, Beatriz, Foley, Kieran G., Founou, Luria L., Fu, Fan, Gadelkareem, Rabea A., Galimov, Evgeny, Garip, Gulcan, Gemmill, Alison, Gouil, Quentin, Grey, James, Gridneva, Zoya, Grothe, Michel J., Grebert, Theophile, Guerrero, Fabricio, Guignard, Leo, Haenssgen, Marco J., Hasler, David, Holgate, Joan Y., Huang, Ancheng, Hulse-Kemp, Amanda M., Jean-Quartier, Claire, Jeon, Sang-Min, Jia, Yangyang, Jutzeler, Catherine, Kalatzis, Panagiotis, Karim, Masud, Karsay, Kathrin, Keitel, Anne, Kempe, Andreas, Keown, Jeremy R., Khoo, Chin M., Khwaja, Nyil, Kievit, Rogier A., Kosanic, Aleksandra, Koutoukidis, Dimitrios A., Kramer, Paul, Kumar, Dilip, Kirag, Nukhet, Lanza, Giuseppe, Le, Thuc D., Leem, Jung W., Leightley, Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R. A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, YoungRok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. 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H., Ni, Duan, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniel F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chene, Delphine, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D. M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019

15. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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G., Epp, Trevor, Eskelinen, Eeva-liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, De Keersmaecker, Kim, Kristiansson, Erik, De Leeuw, Frank-erik, Li, Jiuyong, Liang, Shide, Lopez-escamez, Jose A., Lopez-ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. 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L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. 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K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. 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S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., Garcia-alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-perez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, St Hilaire, Cynthia, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. 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A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. 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K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019
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16. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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G., Epp, Trevor, Eskelinen, Eeva-liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, De Keersmaecker, Kim, Kristiansson, Erik, De Leeuw, Frank-erik, Li, Jiuyong, Liang, Shide, Lopez-escamez, Jose A., Lopez-ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. 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S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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P., Takeuchi, Hisashi, Tanadini-lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. 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A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, De Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, Mcwilliams, Lorna, Megersa, Moa, Mendes, Caetano S. 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H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, Youngrok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Asefa, N. 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H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniel F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-chene, Delphine, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D. M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-owaifeer, Adi M., Al-riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. 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S., Kiyani, Musa, Klein, Reinhild, Kovesi, Tom, Kraschnewski, Jennifer L., Kumar, Addanki P., Labutin, Dmitry, Lazo-langner, Alejandro, Leclercq, Guy, Li, Maoteng, Li, Qingchun, Li, Tangliang, Li, Yongzhe, Liao, Wei-ting, Liao, Zheng-yin, Lin, Jessica, Lizer, J., Lobreglio, Giambattista, Lowies, Cher, Lu, Cheng, Majeed, Haroon, Martin, Adam, Martinez-sobrido, Luis, Meresh, Edwin, Middelveen, Marianne, Mohebbi, Alireza, Mota, Jorge, Mozaheb, Zahra, Muyaya, Ley, Nandhakumar, Amar, Ng, Sheryl H. X., Obeidat, Monther, Oh, Deog-hwan, Owais, Mohammed, Pace-asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-arjona, Leonardo, Qi, Peng-fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-choon, El-esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Van Raaij, Mark J., Bukowy-bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-choo, Han, Hyemin, Xia, Wenfeng, Mccrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad Bilal, Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A. M. J. J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H. G., Epp, Trevor, Eskelinen, Eeva-liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, De Keersmaecker, Kim, Kristiansson, Erik, De Leeuw, Frank-erik, Li, Jiuyong, Liang, Shide, Lopez-escamez, Jose A., Lopez-ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019
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17. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad Bilal, Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A. M. J. J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H. G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., Garcia-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Perez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, St Hilaire, Cynthia, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. J., Kong, Xiangpeng, Konkle-Parker, Deborah, Korpela, Kalevi M., Kostrikis, Leondios G., Kraiczy, Peter, Kratz, Harald, Krause, Gunter, Krebsbach, Paul H., Kristensen, Soren R., Kumari, Prerna, Kunimatsu, Akira, Kurdak, Hatice, Kwon, Young D., Lachat, Carl, Lagisz, Malgorzata, Laky, Brenda, Lammerding, Jan, Lange, Matthias, Larrosa, Mar, Laslett, Andrew L., LeClair, Elizabeth E., Lee, Kyung-Woo, Lee, Ming-Yih, Lee, Moon-Soo, Li, Genyuan, Li, Jiansheng, Lieb, Klaus, Lim, Yau Y., Lindsey, Merry L., Line, Paul-Dag, Liu, Dengcai, Liu, Fengbin, Liu, Haiyan, Liu, Hongde, Lloyd, Vett K., Lo, Te-Wen, Locci, Emanuela, Loidl, Josef, Lorenzen, Johan, Lorkowski, Stefan, Lovell, Nigel H., Lu, Hua, Lu, Wei, Lu, Zhiyong, Luengo, Gustavo S., Lundh, Lars-Gunnar, Lysy, Philippe A., Mabb, Angela, Mack, Heather G., Mackey, David A., Mahdavi, S. R., Maher, Pamela, Maher, Toby, Maity, Sankar N., Malgrange, Brigitte, Mamoulakis, Charalampos, Mangoni, Arduino A., Manke, Thomas, Manstead, Antony S. R., Mantalaris, Athanasios, Marsal, Jan, Marschall, Hanns-Ulrich, Martin, Francis L., Martinez-Raga, Jose, Martinez-Salas, Encarnacion, Mathieu, Daniel, Matsui, Yoichi, Maza, Elie, McCutcheon, James E., Mckay, Gareth J., McMillan, Brian, McMillan, Nigel, Meads, Catherine, Medina, Loreta, Merrick, B. Alex, Metzger, Dennis W., Meunier, Frederic A., Michaelis, Martin, Micheau, Olivier, Mihara, Hisaaki, Mintz, Eric M., Mizukami, Takuo, Moalic, Yann, Mohapatra, D. P., Monteiro, Antonia, Montes, Matthieu, Moran, John V., Morozov, Sergey Y., Mort, Matthew, Murai, Noriyuki, Murphy, Denis J., Murphy, Susan K., Murray, Shauna A., Naganawa, Shinji, Nammi, Srinivas, Nasios, Grigorios, Natoli, Roman M., Nguyen, Frederique, Nicol, Christine, van Nieuwerburgh, Filip, Nilsen, Erlend B., Nobile, Clarissa J., O'Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. C., Plevris, John N., Pollesello, Piero, Polz, Martin, Ponti, Giovanna, Porcelli, Piero, Prince, Martin, Quinn, Gwendolyn P., Quinn, Terence J., Ramula, Satu, Rappsilber, Juri, Rehfeldt, Florian, Reiling, Jan H., Remacle, Claire, Rezaei, Mohsen, Riddick, Eric W., Ritter, Uwe, Roach, Neil W., Roberts, David D., Robles, Guillermo, Rodrigues, Tiago, Rodriguez, Cesar, Roislien, Jo, Roobol, Monique J., Rowe, J. Alexandra, Ruepp, Andreas, van Ruitenbeek, Jan, Rust, Petra, Saad, Sonia, Sack, George H., Santos, Manuela, Saudemont, Aurore, Sava, Gianni, Schrading, Simone, Schramm, Alexander, Schreiber, Martin, Schuler, Sidney, Schymkowitz, Joost, Sczyrba, Alexander, Seib, Kate L., Shi, Han-Ping, Shimada, Tomohiro, Shin, Jeon-Soo, Shortt, Colette, Silveyra, Patricia, Skinner, Debra, Small, Ian, Smeets, Paul A. M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, del Tredici, Andria L., Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Van den Bos, Wouter, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chavez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Gruneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. N., Moultos, Othonas A., Mukherjee, Maheswari, Nakayama, Kazuhiko, Narayan, Edward, Neumann, Philipp-Alexander, Nie, Jiyun, Nie, Yingjiu, Niemeyer, Frank, Nwaiwu, Ogueri, Oldenmenger, Wendy H., Olumayede, Emmanuel, Ou, Jianhong, Pallebage-Gamarallage, Menuka, Pearce, Simon P., Pelkonen, Tuula, Pelleri, Maria C., Pereira, Joana L., Pheko, Mpho, Pinto, Karina A., Piovesan, Allison, Pluess, Michael, Podolsky, Illya M., Prescott, Julie, Qi, Dongchen, Qi, Xingshun, Raikou, Vaia D., Ranft, Andreas, Rhodes, Johanna, Rotge, Jean-Yves, Rowe, Anna D., Saggar, Manish, Schuon, Robert A., Shahid, Shaouli, Shalchyan, Vahid, Shirvalkar, Prasad, Shiryayev, Oleg, Singh, Jugpreet, Smout, Michael J., Soares, Antonio, Song, Chunjiao, Srivastava, Kshitij, Srivastava, Rupesh K., Sun, Jim, Szabo, Attila, Szymanski, Wiktor, Tai, Chan N. P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. M., Burton, Kathryn J., Butkowski, Eugene G., Carroll, Grace, Chao, Fengqing, Charrier, Elisabeth E., Chen, Xiaoyin, Chen, Yu-Chih, Choi, Jane R., Christoffersen, Tore, Comel, Joao C., Cosse, Cyril, Cui, Yanru, van Dessel, Pieter, Diodato, Daria, Duffey, Maelle, Dutt, Avik, Egea, Luis G., El-Said, Mohammed, Faye, Martin, Fernandez-Fernandez, Beatriz, Foley, Kieran G., Founou, Luria L., Fu, Fan, Gadelkareem, Rabea A., Galimov, Evgeny, Garip, Gulcan, Gemmill, Alison, Gouil, Quentin, Grey, James, Gridneva, Zoya, Grothe, Michel J., Grebert, Theophile, Guerrero, Fabricio, Guignard, Leo, Haenssgen, Marco J., Hasler, David, Holgate, Joan Y., Huang, Ancheng, Hulse-Kemp, Amanda M., Jean-Quartier, Claire, Jeon, Sang-Min, Jia, Yangyang, Jutzeler, Catherine, Kalatzis, Panagiotis, Karim, Masud, Karsay, Kathrin, Keitel, Anne, Kempe, Andreas, Keown, Jeremy R., Khoo, Chin M., Khwaja, Nyil, Kievit, Rogier A., Kosanic, Aleksandra, Koutoukidis, Dimitrios A., Kramer, Paul, Kumar, Dilip, Kirag, Nukhet, Lanza, Giuseppe, Le, Thuc D., Leem, Jung W., Leightley, Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R. A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, YoungRok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. 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X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. 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S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. 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Abstract: Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.
Published: 2019

18. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. 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S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. 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L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. 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P., Monteiro, Antonia, Montes, Matthieu, Moran, John V., Morozov, Sergey Y., Mort, Matthew, Murai, Noriyuki, Murphy, Denis J., Murphy, Susan K., Murray, Shauna A., Naganawa, Shinji, Nammi, Srinivas, Nasios, Grigorios, Natoli, Roman M., Nguyen, Frederique, Nicol, Christine, van Nieuwerburgh, Filip, Nilsen, Erlend B., Nobile, Clarissa J., O'Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. 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M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, del Tredici, Andria L., Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Van den Bos, Wouter, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chavez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Gruneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. 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A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. 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A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. 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K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. N., Moultos, Othonas A., Mukherjee, Maheswari, Nakayama, Kazuhiko, Narayan, Edward, Navaratnarajah, Neumann, Philipp-Alexander, Nie, Jiyun, Nie, Yingjiu, Niemeyer, Frank, Nolan, Fiona, Nwaiwu, Ogueri, Oldenmenger, Wendy H., Olumayede, Emmanuel, Ou, Jianhong, Pallebage-Gamarallage, Menuka, Pearce, Simon P., Pelkonen, Tuula, Pelleri, Maria C., Pereira, Joana L., Pheko, Mpho, Pinto, Karina A., Piovesan, Allison, Pluess, Michael, Podolsky, Illya M., Prescott, Julie, Qi, Dongchen, Qi, Xingshun, Raikou, Vaia D., Ranft, Andreas, Rhodes, Johanna, Rotge, Jean-Yves, Rowe, Anna D., Saggar, Manish, Schuon, Robert A., Shahid, Shaouli, Shalchyan, Vahid, Shirvalkar, Prasad, Shiryayev, Oleg, Singh, Jugpreet, Smout, Michael J., Soares, Antonio, Song, Chunjiao, Srivastava, Kshitij, Srivastava, Rupesh K., Sun, Jim, Szabo, Attila, Szymanski, Wiktor, Tai, Chan N. P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. M., Burton, Kathryn J., Butkowski, Eugene G., Carroll, Grace, Chao, Fengqing, Charrier, Elisabeth E., Chen, Xiaoyin, Chen, Yu-Chih, Chenguang, Choi, Jane R., Christoffersen, Tore, Comel, Joao C., Cosse, Cyril, Cui, Yanru, van Dessel, Pieter, Dhaval, Diodato, Daria, Duffey, Maelle, Dutt, Avik, Egea, Luis G., El-Said, Mohammed, Faye, Martin, Fernandez-Fernandez, Beatriz, Foley, Kieran G., Founou, Luria L., Fu, Fan, Gadelkareem, Rabea A., Galimov, Evgeny, Garip, Gulcan, Gemmill, Alison, Gouil, Quentin, Grey, James, Gridneva, Zoya, Grothe, Michel J., Grebert, Theophile, Guerrero, Fabricio, Guignard, Leo, Haenssgen, Marco J., Hasler, David, Holgate, Joan Y., Huang, Ancheng, Hulse-Kemp, Amanda M., Jean-Quartier, Claire, Jeon, Sang-Min, Jia, Yangyang, Jutzeler, Catherine, Kalatzis, Panagiotis, Karim, Masud, Karsay, Kathrin, Keitel, Anne, Kempe, Andreas, Keown, Jeremy R., Khoo, Chin M., Khwaja, Nyil, Kievit, Rogier A., Kosanic, Aleksandra, Koutoukidis, Dimitrios A., Kramer, Paul, Kumar, Dilip, Kirag, Nukhet, Lanza, Giuseppe, Le, Thuc D., Leem, Jung W., Leightley, Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R. A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, YoungRok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-Feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Asefa, N. G., Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, Jose R., Guo, Chengying, Guo, Xinyi, Gupta, Himanshu, He, Shuonan, Heijne, Marloes, Heinemann, Stephanie, Hogrebe, Alexander, Huang, Zhengping, Iskander-Rizk, Sophinese, Iyer, Lavanya M., Jahan, Yasmin, James, Ameh S., Joel, Emmanuel, Joffroy, Bastian, Jegousse, Clara, Kambondo, George, Karnati, Priyanka, Kaya, Cihan, Ke, An, Kelly, Daniel, Kickert, Rob, Kidibule, Peter E., Kieselmann, Jennifer P., Kim, Hyeon J., Kitazawa, Takeshi, Lamberts, Aniek, Li, You, Liang, Huakang, Linn, Sabrina N., Litfin, Thomas, Liusuo, Wang, Lygirou, Vasiliki, Mahato, Ajay K., Mai, Zhi-Ming, Major, Rupert W., Mali, Samira, Mallis, Panagiotis, Mao, Wenzhi, Marvin-Dowle, Katie, Mason, Leanda D., Merideth, Ben, Merino-Plaza, Maria J., Merlaen, Britt, Messina, Rossella, Mishra, Anand K., Muhammad, Junaid, Musinguzi, Conrad, Nanou, Afroditi, Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T. H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniel F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chene, Delphine, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D. M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. V., Brooks, Anastasia, Brox-Ponce, Josue, Brunetti, Arturo, Canham, Colin D., Carninci, Piero, Carvajal, Richard, Chang, Shun C., Chao, Jie, Chatterjee, Pranab, Chen, He, Chen, Yi-Chun, Chhatriwalla, Adnan K., Chikowe, Ibrahim, Chuang, Trees-Juen, Collevatti, Rosane G., Valera-Cornejo, Diego A., Cuenda, Ana, Dao, Myriam, Dauga, Delphine, Deng, Zaian, Devkota, Kiran, Doan, Lisa V., Elewa, Yaser H. A., Fan, Dongsheng, Faruk, Mohammed, Feifei, Shi, Ferguson, Trevor S., Fleres, Francesco, Foster, Emma J., Foster, C. Stephen, Furer, Tzvi, Gao, Yibo, Garcia-Rivera, Enid J., Gazdar, Adi, George, Ronald B., Ghosh, Sayantan, Gianchecchi, Elena, Gleason, Joshua M., Hackshaw, Allan, Hall, Adam, Hall, Richard, Harper, Paul, Hogg, William E., Huang, Guangqun, Hunter, Kylie E., IJzerman, Adriaan P., Jesus, Carlos, Jian, Gao, Lewis, James S., Jr., Kanj, Souha S., Kaur, Harsheen, Kelly, Shona, Kheir, Fayez, Kichatova, V. S., Kiyani, Musa, Klein, Reinhild, Kovesi, Tom, Kraschnewski, Jennifer L., Kumar, Addanki P., Labutin, Dmitry, Lazo-Langner, Alejandro, Leclercq, Guy, Li, Maoteng, Li, Qingchun, Li, Tangliang, Li, Yongzhe, Liao, Wei-Ting, Liao, Zheng-yin, Lin, Jessica, Lizer, J., Lobreglio, Giambattista, Lowies, Cher, Lu, Cheng, Majeed, Haroon, Martin, Adam, Martinez-Sobrido, Luis, Meresh, Edwin, Middelveen, Marianne, Mohebbi, Alireza, Mota, Jorge, Mozaheb, Zahra, Muyaya, Ley, Nandhakumar, Amar, Ng, Sheryl H. X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, and Zhou, Yaoqi
Published: 2019

19. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author: Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angelique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad Bilal, Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A. M. J. J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H. G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., Garcia-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Perez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, St Hilaire, Cynthia, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. J., Kong, Xiangpeng, Konkle-Parker, Deborah, Korpela, Kalevi M., Kostrikis, Leondios G., Kraiczy, Peter, Kratz, Harald, Krause, Gunter, Krebsbach, Paul H., Kristensen, Soren R., Kumari, Prerna, Kunimatsu, Akira, Kurdak, Hatice, Kwon, Young D., Lachat, Carl, Lagisz, Malgorzata, Laky, Brenda, Lammerding, Jan, Lange, Matthias, Larrosa, Mar, Laslett, Andrew L., LeClair, Elizabeth E., Lee, Kyung-Woo, Lee, Ming-Yih, Lee, Moon-Soo, Li, Genyuan, Li, Jiansheng, Lieb, Klaus, Lim, Yau Y., Lindsey, Merry L., Line, Paul-Dag, Liu, Dengcai, Liu, Fengbin, Liu, Haiyan, Liu, Hongde, Lloyd, Vett K., Lo, Te-Wen, Locci, Emanuela, Loidl, Josef, Lorenzen, Johan, Lorkowski, Stefan, Lovell, Nigel H., Lu, Hua, Lu, Wei, Lu, Zhiyong, Luengo, Gustavo S., Lundh, Lars-Gunnar, Lysy, Philippe A., Mabb, Angela, Mack, Heather G., Mackey, David A., Mahdavi, S. R., Maher, Pamela, Maher, Toby, Maity, Sankar N., Malgrange, Brigitte, Mamoulakis, Charalampos, Mangoni, Arduino A., Manke, Thomas, Manstead, Antony S. R., Mantalaris, Athanasios, Marsal, Jan, Marschall, Hanns-Ulrich, Martin, Francis L., Martinez-Raga, Jose, Martinez-Salas, Encarnacion, Mathieu, Daniel, Matsui, Yoichi, Maza, Elie, McCutcheon, James E., Mckay, Gareth J., McMillan, Brian, McMillan, Nigel, Meads, Catherine, Medina, Loreta, Merrick, B. Alex, Metzger, Dennis W., Meunier, Frederic A., Michaelis, Martin, Micheau, Olivier, Mihara, Hisaaki, Mintz, Eric M., Mizukami, Takuo, Moalic, Yann, Mohapatra, D. P., Monteiro, Antonia, Montes, Matthieu, Moran, John V., Morozov, Sergey Y., Mort, Matthew, Murai, Noriyuki, Murphy, Denis J., Murphy, Susan K., Murray, Shauna A., Naganawa, Shinji, Nammi, Srinivas, Nasios, Grigorios, Natoli, Roman M., Nguyen, Frederique, Nicol, Christine, van Nieuwerburgh, Filip, Nilsen, Erlend B., Nobile, Clarissa J., O'Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. C., Plevris, John N., Pollesello, Piero, Polz, Martin, Ponti, Giovanna, Porcelli, Piero, Prince, Martin, Quinn, Gwendolyn P., Quinn, Terence J., Ramula, Satu, Rappsilber, Juri, Rehfeldt, Florian, Reiling, Jan H., Remacle, Claire, Rezaei, Mohsen, Riddick, Eric W., Ritter, Uwe, Roach, Neil W., Roberts, David D., Robles, Guillermo, Rodrigues, Tiago, Rodriguez, Cesar, Roislien, Jo, Roobol, Monique J., Rowe, J. Alexandra, Ruepp, Andreas, van Ruitenbeek, Jan, Rust, Petra, Saad, Sonia, Sack, George H., Santos, Manuela, Saudemont, Aurore, Sava, Gianni, Schrading, Simone, Schramm, Alexander, Schreiber, Martin, Schuler, Sidney, Schymkowitz, Joost, Sczyrba, Alexander, Seib, Kate L., Shi, Han-Ping, Shimada, Tomohiro, Shin, Jeon-Soo, Shortt, Colette, Silveyra, Patricia, Skinner, Debra, Small, Ian, Smeets, Paul A. M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, del Tredici, Andria L., Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Van den Bos, Wouter, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chavez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Gruneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. 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P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. M., Burton, Kathryn J., Butkowski, Eugene G., Carroll, Grace, Chao, Fengqing, Charrier, Elisabeth E., Chen, Xiaoyin, Chen, Yu-Chih, Chenguang, Choi, Jane R., Christoffersen, Tore, Comel, Joao C., Cosse, Cyril, Cui, Yanru, van Dessel, Pieter, Dhaval, Diodato, Daria, Duffey, Maelle, Dutt, Avik, Egea, Luis G., El-Said, Mohammed, Faye, Martin, Fernandez-Fernandez, Beatriz, Foley, Kieran G., Founou, Luria L., Fu, Fan, Gadelkareem, Rabea A., Galimov, Evgeny, Garip, Gulcan, Gemmill, Alison, Gouil, Quentin, Grey, James, Gridneva, Zoya, Grothe, Michel J., Grebert, Theophile, Guerrero, Fabricio, Guignard, Leo, Haenssgen, Marco J., Hasler, David, Holgate, Joan Y., Huang, Ancheng, Hulse-Kemp, Amanda M., Jean-Quartier, Claire, Jeon, Sang-Min, Jia, Yangyang, Jutzeler, Catherine, Kalatzis, Panagiotis, Karim, Masud, Karsay, Kathrin, Keitel, Anne, Kempe, Andreas, Keown, Jeremy R., Khoo, Chin M., Khwaja, Nyil, Kievit, Rogier A., Kosanic, Aleksandra, Koutoukidis, Dimitrios A., Kramer, Paul, Kumar, Dilip, Kirag, Nukhet, Lanza, Giuseppe, Le, Thuc D., Leem, Jung W., Leightley, Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R. A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, YoungRok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-Feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Asefa, N. G., Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, Jose R., Guo, Chengying, Guo, Xinyi, Gupta, Himanshu, He, Shuonan, Heijne, Marloes, Heinemann, Stephanie, Hogrebe, Alexander, Huang, Zhengping, Iskander-Rizk, Sophinese, Iyer, Lavanya M., Jahan, Yasmin, James, Ameh S., Joel, Emmanuel, Joffroy, Bastian, Jegousse, Clara, Kambondo, George, Karnati, Priyanka, Kaya, Cihan, Ke, An, Kelly, Daniel, Kickert, Rob, Kidibule, Peter E., Kieselmann, Jennifer P., Kim, Hyeon J., Kitazawa, Takeshi, Lamberts, Aniek, Li, You, Liang, Huakang, Linn, Sabrina N., Litfin, Thomas, Liusuo, Wang, Lygirou, Vasiliki, Mahato, Ajay K., Mai, Zhi-Ming, Major, Rupert W., Mali, Samira, Mallis, Panagiotis, Mao, Wenzhi, Marvin-Dowle, Katie, Mason, Leanda D., Merideth, Ben, Merino-Plaza, Maria J., Merlaen, Britt, Messina, Rossella, Mishra, Anand K., Muhammad, Junaid, Musinguzi, Conrad, Nanou, Afroditi, Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T. H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniel F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chene, Delphine, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D. M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. 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S., Kiyani, Musa, Klein, Reinhild, Kovesi, Tom, Kraschnewski, Jennifer L., Kumar, Addanki P., Labutin, Dmitry, Lazo-Langner, Alejandro, Leclercq, Guy, Li, Maoteng, Li, Qingchun, Li, Tangliang, Li, Yongzhe, Liao, Wei-Ting, Liao, Zheng-yin, Lin, Jessica, Lizer, J., Lobreglio, Giambattista, Lowies, Cher, Lu, Cheng, Majeed, Haroon, Martin, Adam, Martinez-Sobrido, Luis, Meresh, Edwin, Middelveen, Marianne, Mohebbi, Alireza, Mota, Jorge, Mozaheb, Zahra, Muyaya, Ley, Nandhakumar, Amar, Ng, Sheryl H. X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, Zhou, Yaoqi, Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Huttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverria, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuiv, Paraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. 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G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helantera, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martin, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines Mendes, Reschke, Cristina R., Sillanpaa, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzalezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutierrez-Sacristan, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Troder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakul, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Bruhl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sonia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Havard E., Darras, Sebastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., Garcia-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Perez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, St Hilaire, Cynthia, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. J., Kong, Xiangpeng, Konkle-Parker, Deborah, Korpela, Kalevi M., Kostrikis, Leondios G., Kraiczy, Peter, Kratz, Harald, Krause, Gunter, Krebsbach, Paul H., Kristensen, Soren R., Kumari, Prerna, Kunimatsu, Akira, Kurdak, Hatice, Kwon, Young D., Lachat, Carl, Lagisz, Malgorzata, Laky, Brenda, Lammerding, Jan, Lange, Matthias, Larrosa, Mar, Laslett, Andrew L., LeClair, Elizabeth E., Lee, Kyung-Woo, Lee, Ming-Yih, Lee, Moon-Soo, Li, Genyuan, Li, Jiansheng, Lieb, Klaus, Lim, Yau Y., Lindsey, Merry L., Line, Paul-Dag, Liu, Dengcai, Liu, Fengbin, Liu, Haiyan, Liu, Hongde, Lloyd, Vett K., Lo, Te-Wen, Locci, Emanuela, Loidl, Josef, Lorenzen, Johan, Lorkowski, Stefan, Lovell, Nigel H., Lu, Hua, Lu, Wei, Lu, Zhiyong, Luengo, Gustavo S., Lundh, Lars-Gunnar, Lysy, Philippe A., Mabb, Angela, Mack, Heather G., Mackey, David A., Mahdavi, S. R., Maher, Pamela, Maher, Toby, Maity, Sankar N., Malgrange, Brigitte, Mamoulakis, Charalampos, Mangoni, Arduino A., Manke, Thomas, Manstead, Antony S. R., Mantalaris, Athanasios, Marsal, Jan, Marschall, Hanns-Ulrich, Martin, Francis L., Martinez-Raga, Jose, Martinez-Salas, Encarnacion, Mathieu, Daniel, Matsui, Yoichi, Maza, Elie, McCutcheon, James E., Mckay, Gareth J., McMillan, Brian, McMillan, Nigel, Meads, Catherine, Medina, Loreta, Merrick, B. Alex, Metzger, Dennis W., Meunier, Frederic A., Michaelis, Martin, Micheau, Olivier, Mihara, Hisaaki, Mintz, Eric M., Mizukami, Takuo, Moalic, Yann, Mohapatra, D. P., Monteiro, Antonia, Montes, Matthieu, Moran, John V., Morozov, Sergey Y., Mort, Matthew, Murai, Noriyuki, Murphy, Denis J., Murphy, Susan K., Murray, Shauna A., Naganawa, Shinji, Nammi, Srinivas, Nasios, Grigorios, Natoli, Roman M., Nguyen, Frederique, Nicol, Christine, van Nieuwerburgh, Filip, Nilsen, Erlend B., Nobile, Clarissa J., O'Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. C., Plevris, John N., Pollesello, Piero, Polz, Martin, Ponti, Giovanna, Porcelli, Piero, Prince, Martin, Quinn, Gwendolyn P., Quinn, Terence J., Ramula, Satu, Rappsilber, Juri, Rehfeldt, Florian, Reiling, Jan H., Remacle, Claire, Rezaei, Mohsen, Riddick, Eric W., Ritter, Uwe, Roach, Neil W., Roberts, David D., Robles, Guillermo, Rodrigues, Tiago, Rodriguez, Cesar, Roislien, Jo, Roobol, Monique J., Rowe, J. Alexandra, Ruepp, Andreas, van Ruitenbeek, Jan, Rust, Petra, Saad, Sonia, Sack, George H., Santos, Manuela, Saudemont, Aurore, Sava, Gianni, Schrading, Simone, Schramm, Alexander, Schreiber, Martin, Schuler, Sidney, Schymkowitz, Joost, Sczyrba, Alexander, Seib, Kate L., Shi, Han-Ping, Shimada, Tomohiro, Shin, Jeon-Soo, Shortt, Colette, Silveyra, Patricia, Skinner, Debra, Small, Ian, Smeets, Paul A. M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, del Tredici, Andria L., Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Van den Bos, Wouter, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chavez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Gruneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., van Meerten, Tom, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Van de Mortel, Thea, Moss, W. 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P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. M., Burton, Kathryn J., Butkowski, Eugene G., Carroll, Grace, Chao, Fengqing, Charrier, Elisabeth E., Chen, Xiaoyin, Chen, Yu-Chih, Chenguang, Choi, Jane R., Christoffersen, Tore, Comel, Joao C., Cosse, Cyril, Cui, Yanru, van Dessel, Pieter, Dhaval, Diodato, Daria, Duffey, Maelle, Dutt, Avik, Egea, Luis G., El-Said, Mohammed, Faye, Martin, Fernandez-Fernandez, Beatriz, Foley, Kieran G., Founou, Luria L., Fu, Fan, Gadelkareem, Rabea A., Galimov, Evgeny, Garip, Gulcan, Gemmill, Alison, Gouil, Quentin, Grey, James, Gridneva, Zoya, Grothe, Michel J., Grebert, Theophile, Guerrero, Fabricio, Guignard, Leo, Haenssgen, Marco J., Hasler, David, Holgate, Joan Y., Huang, Ancheng, Hulse-Kemp, Amanda M., Jean-Quartier, Claire, Jeon, Sang-Min, Jia, Yangyang, Jutzeler, Catherine, Kalatzis, Panagiotis, Karim, Masud, Karsay, Kathrin, Keitel, Anne, Kempe, Andreas, Keown, Jeremy R., Khoo, Chin M., Khwaja, Nyil, Kievit, Rogier A., Kosanic, Aleksandra, Koutoukidis, Dimitrios A., Kramer, Paul, Kumar, Dilip, Kirag, Nukhet, Lanza, Giuseppe, Le, Thuc D., Leem, Jung W., Leightley, Daniel, Leite, Andreia, Lercher, Lukas, Li, Ying, Lim, Renly, Lima, Luiz R. A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, de Maio, Nicola, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. M., Menichetti, Julia, Mercieca-Bebber, Rebecca, Miller, Jack J., Minde, David-Paul M., Minges, Alexander, Mishra, Eleanor, Mishra, Virendra R., Moores, Carly, Morrice, Nicola, Moskalensky, Alexander E., Navarin, Nicolo, Negera, Edessa, Nolet, Philippe, Nordberg, Ana, Norden, Rickard, Nowicki, Jessica P., Olova, Nelly, Olszewski, Pawel, Onzima, Robert, Pan, Chih-Long, Park, Charny, Park, Dong Ik, Park, Seyoung, Patil, Chandrashekhar D., Pedro, Sansoa A., Perry, Samuel R., Peter, Jessica, Peterson, Brent M., Pezzuolo, Andrea, Pozdnyakov, Ilya, Qian, Siyu, Qin, Lei, Rafe, Ali, Raote, Ishier, Raza, Ali, Rebl, Henrike, Refai, Osama, Regan, Tim, Richa, Tambi, Richardson, Mark F., Robinson, K. R., Rossoni, Luca, Rouet, Romain, Safaei, Soroush, Schneeberger, Pierre H. H., Schwotzer, Daniela, Sebastian, Agata, Selinski, Jennifer, Seltmann, Stefanie, Sha, Feng, Shalev, Nir, Shang, Jin-Long, Singer, Josef, Singh, Mandeep, Smith, Taylor, Solomon-Moore, Emma, Song, Lijuan, Soraggi, Samuele, Stanley, Ryan, Steckhan, Nico, Strobl, Frederic, Subissi, Lorenzo, Supriyanto, Irwan, Surve, Chinmay R., Suzuki, Tomo, Syme, Caitlin, Sorelius, Karl, Tang, Young, Tantawy, Marwa, Tennakoon, Sumudu, Teseo, Serafino, Toelzer, Christine, Tomov, Nikola, Tovar, Miguel, Tran, Linh, Tripathi, Sushil, Tuladhar, Anil M., Ukubuiwe, Azubuike C., Ung, Carolina O. L., Valgepea, Kaspar, Vatanparast, Hamid, Vidal, Arnau, Wang, Fang, Wang, Qing, Watari, Ricky, Webster, Rebecca, Webster, Ruth, Wei, Junnian, Wibowo, David, Wingenbach, Tanja S. H., Xavier, Rose M., Xiao, Shumin, Xiong, Peng, Xu, Shicai, Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabro, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T. Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, YoungRok, Chowdhury, Mohiuddin A. K., Christensen, Martin R., Cooke, Robert S. C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-Feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Asefa, N. G., Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, Jose R., Guo, Chengying, Guo, Xinyi, Gupta, Himanshu, He, Shuonan, Heijne, Marloes, Heinemann, Stephanie, Hogrebe, Alexander, Huang, Zhengping, Iskander-Rizk, Sophinese, Iyer, Lavanya M., Jahan, Yasmin, James, Ameh S., Joel, Emmanuel, Joffroy, Bastian, Jegousse, Clara, Kambondo, George, Karnati, Priyanka, Kaya, Cihan, Ke, An, Kelly, Daniel, Kickert, Rob, Kidibule, Peter E., Kieselmann, Jennifer P., Kim, Hyeon J., Kitazawa, Takeshi, Lamberts, Aniek, Li, You, Liang, Huakang, Linn, Sabrina N., Litfin, Thomas, Liusuo, Wang, Lygirou, Vasiliki, Mahato, Ajay K., Mai, Zhi-Ming, Major, Rupert W., Mali, Samira, Mallis, Panagiotis, Mao, Wenzhi, Marvin-Dowle, Katie, Mason, Leanda D., Merideth, Ben, Merino-Plaza, Maria J., Merlaen, Britt, Messina, Rossella, Mishra, Anand K., Muhammad, Junaid, Musinguzi, Conrad, Nanou, Afroditi, Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T. H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniel F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chene, Delphine, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D. M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. V., Brooks, Anastasia, Brox-Ponce, Josue, Brunetti, Arturo, Canham, Colin D., Carninci, Piero, Carvajal, Richard, Chang, Shun C., Chao, Jie, Chatterjee, Pranab, Chen, He, Chen, Yi-Chun, Chhatriwalla, Adnan K., Chikowe, Ibrahim, Chuang, Trees-Juen, Collevatti, Rosane G., Valera-Cornejo, Diego A., Cuenda, Ana, Dao, Myriam, Dauga, Delphine, Deng, Zaian, Devkota, Kiran, Doan, Lisa V., Elewa, Yaser H. A., Fan, Dongsheng, Faruk, Mohammed, Feifei, Shi, Ferguson, Trevor S., Fleres, Francesco, Foster, Emma J., Foster, C. Stephen, Furer, Tzvi, Gao, Yibo, Garcia-Rivera, Enid J., Gazdar, Adi, George, Ronald B., Ghosh, Sayantan, Gianchecchi, Elena, Gleason, Joshua M., Hackshaw, Allan, Hall, Adam, Hall, Richard, Harper, Paul, Hogg, William E., Huang, Guangqun, Hunter, Kylie E., IJzerman, Adriaan P., Jesus, Carlos, Jian, Gao, Lewis, James S., Jr., Kanj, Souha S., Kaur, Harsheen, Kelly, Shona, Kheir, Fayez, Kichatova, V. S., Kiyani, Musa, Klein, Reinhild, Kovesi, Tom, Kraschnewski, Jennifer L., Kumar, Addanki P., Labutin, Dmitry, Lazo-Langner, Alejandro, Leclercq, Guy, Li, Maoteng, Li, Qingchun, Li, Tangliang, Li, Yongzhe, Liao, Wei-Ting, Liao, Zheng-yin, Lin, Jessica, Lizer, J., Lobreglio, Giambattista, Lowies, Cher, Lu, Cheng, Majeed, Haroon, Martin, Adam, Martinez-Sobrido, Luis, Meresh, Edwin, Middelveen, Marianne, Mohebbi, Alireza, Mota, Jorge, Mozaheb, Zahra, Muyaya, Ley, Nandhakumar, Amar, Ng, Sheryl H. X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi Kumar, Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S. A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne, and Zhou, Yaoqi
Published: 2019

20. Many Labs 2: Investigating Variation in Replicability Across Samples and Settings

Author: Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen-Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel-ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-ker, Åse H., Jiménez-leal, William, John, Melissa-sue, Joy-gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Lee Nichols, Austin, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M. H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L. M., Smith, Michael A., Smith-castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, Van Aert, Robbie C. M., Van Assen, Marcel A. L. M., Van Der Hulst, Marije, Van Lange, Paul A. M., Van ’t Veer, Anna Elisabeth, Vásquez- Echeverría, Alejandro, Ann Vaughn, Leigh, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P. J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, Nosek, Brian A., Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen-Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel-ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-ker, Åse H., Jiménez-leal, William, John, Melissa-sue, Joy-gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Lee Nichols, Austin, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M. H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L. M., Smith, Michael A., Smith-castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, Van Aert, Robbie C. M., Van Assen, Marcel A. L. M., Van Der Hulst, Marije, Van Lange, Paul A. M., Van ’t Veer, Anna Elisabeth, Vásquez- Echeverría, Alejandro, Ann Vaughn, Leigh, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P. J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, and Nosek, Brian A.
Abstract: We conducted preregistered replications of 28 classic and contemporary published findings, with protocols that were peer reviewed in advance, to examine variation in effect magnitudes across samples and settings. Each protocol was administered to approximately half of 125 samples that comprised 15,305 participants from 36 countries and territories. Using the conventional criterion of statistical significance (p < .05), we found that 15 (54%) of the replications provided evidence of a statistically significant effect in the same direction as the original finding. With a strict significance criterion (p < .0001), 14 (50%) of the replications still provided such evidence, a reflection of the extremely high-powered design. Seven (25%) of the replications yielded effect sizes larger than the original ones, and 21 (75%) yielded effect sizes smaller than the original ones. The median comparable Cohen’s ds were 0.60 for the original findings and 0.15 for the replications. The effect sizes were small (< 0.20) in 16 of the replications (57%), and 9 effects (32%) were in the direction opposite the direction of the original effect. Across settings, the Q statistic indicated significant heterogeneity in 11 (39%) of the replication effects, and most of those were among the findings with the largest overall effect sizes; only 1 effect that was near zero in the aggregate showed significant heterogeneity according to this measure. Only 1 effect had a tau value greater than .20, an indication of moderate heterogeneity. Eight others had tau values near or slightly above .10, an indication of slight heterogeneity. Moderation tests indicated that very little heterogeneity was attributable to the order in which the tasks were performed or whether the tasks were administered in lab versus online. Exploratory comparisons revealed little heterogeneity between Western, educated, industrialized, rich, and democratic (WEIRD) cultures and less WEIRD cultures (i.e., cultures with relati
Published: 2018

21. Many labs 2: Investigating variation in replicability across sample and setting

Author: Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel Ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-Ker, Åse H., Jiménez-Leal, William, John, Melissa Sue, Joy-Gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-Pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Nichols, Austin Lee, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-Sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M.H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L.M., Smith, Michael A., Smith-Castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, van Aert, Robbie C.M., van Assen, Marcel A.L.M., van der Hulst, Marije, van Lange, Paul A.M., van ’t Veer, Anna Elisabeth, Vásquez-Echeverría, Alejandro, Vaughn, Leigh Ann, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P.J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, Nosek, Brian A., Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel Ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-Ker, Åse H., Jiménez-Leal, William, John, Melissa Sue, Joy-Gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-Pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Nichols, Austin Lee, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-Sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M.H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L.M., Smith, Michael A., Smith-Castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, van Aert, Robbie C.M., van Assen, Marcel A.L.M., van der Hulst, Marije, van Lange, Paul A.M., van ’t Veer, Anna Elisabeth, Vásquez-Echeverría, Alejandro, Vaughn, Leigh Ann, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P.J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, and Nosek, Brian A.
Abstract: We conducted preregistered replications of 28 classic and contemporary published findings, with protocols that were peer reviewed in advance, to examine variation in effect magnitudes across samples and settings. Each protocol was administered to approximately half of 125 samples that comprised 15,305 participants from 36 countries and territories. Using the conventional criterion of statistical significance (p < .05), we found that 15 (54%) of the replications provided evidence of a statistically significant effect in the same direction as the original finding. With a strict significance criterion (p < .0001), 14 (50%) of the replications still provided such evidence, a reflection of the extremely high-powered design. Seven (25%) of the replications yielded effect sizes larger than the original ones, and 21 (75%) yielded effect sizes smaller than the original ones. The median comparable Cohen’s ds were 0.60 for the original findings and 0.15 for the replications. The effect sizes were small (< 0.20) in 16 of the replications (57%), and 9 effects (32%) were in the direction opposite the direction of the original effect. Across settings, the Q statistic indicated significant heterogeneity in 11 (39%) of the replication effects, and most of those were among the findings with the largest overall effect sizes; only 1 effect that was near zero in the aggregate showed significant heterogeneity according to this measure. Only 1 effect had a tau value greater than .20, an indication of moderate heterogeneity. Eight others had tau values near or slightly above .10, an indication of slight heterogeneity. Moderation tests indicated that very little heterogeneity was attributable to the order in which the tasks were performed or whether the tasks were administered in lab versus online. Exploratory comparisons revealed little heterogeneity between Western, educated, industrialized, rich, and democratic (WEIRD) cultures and less WEIRD cultures (i.e., cultures with relati
Published: 2018
Full Text: View/download PDF

22. Many Labs 2: Investigating Variation in Replicability Across Samples and Settings

Author: Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen-Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel-ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-ker, Åse H., Jiménez-leal, William, John, Melissa-sue, Joy-gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Lee Nichols, Austin, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M. H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L. M., Smith, Michael A., Smith-castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, Van Aert, Robbie C. M., Van Assen, Marcel A. L. M., Van Der Hulst, Marije, Van Lange, Paul A. M., Van ’t Veer, Anna Elisabeth, Vásquez- Echeverría, Alejandro, Ann Vaughn, Leigh, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P. J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, Nosek, Brian A., Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen-Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel-ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-ker, Åse H., Jiménez-leal, William, John, Melissa-sue, Joy-gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Lee Nichols, Austin, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M. H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L. M., Smith, Michael A., Smith-castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, Van Aert, Robbie C. M., Van Assen, Marcel A. L. M., Van Der Hulst, Marije, Van Lange, Paul A. M., Van ’t Veer, Anna Elisabeth, Vásquez- Echeverría, Alejandro, Ann Vaughn, Leigh, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P. J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, and Nosek, Brian A.
Abstract: We conducted preregistered replications of 28 classic and contemporary published findings, with protocols that were peer reviewed in advance, to examine variation in effect magnitudes across samples and settings. Each protocol was administered to approximately half of 125 samples that comprised 15,305 participants from 36 countries and territories. Using the conventional criterion of statistical significance (p < .05), we found that 15 (54%) of the replications provided evidence of a statistically significant effect in the same direction as the original finding. With a strict significance criterion (p < .0001), 14 (50%) of the replications still provided such evidence, a reflection of the extremely high-powered design. Seven (25%) of the replications yielded effect sizes larger than the original ones, and 21 (75%) yielded effect sizes smaller than the original ones. The median comparable Cohen’s ds were 0.60 for the original findings and 0.15 for the replications. The effect sizes were small (< 0.20) in 16 of the replications (57%), and 9 effects (32%) were in the direction opposite the direction of the original effect. Across settings, the Q statistic indicated significant heterogeneity in 11 (39%) of the replication effects, and most of those were among the findings with the largest overall effect sizes; only 1 effect that was near zero in the aggregate showed significant heterogeneity according to this measure. Only 1 effect had a tau value greater than .20, an indication of moderate heterogeneity. Eight others had tau values near or slightly above .10, an indication of slight heterogeneity. Moderation tests indicated that very little heterogeneity was attributable to the order in which the tasks were performed or whether the tasks were administered in lab versus online. Exploratory comparisons revealed little heterogeneity between Western, educated, industrialized, rich, and democratic (WEIRD) cultures and less WEIRD cultures (i.e., cultures with relati
Published: 2018

23. Many labs 2:Investigating variation in replicability across samples and settings

Author: Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel Ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-Ker, Åse H., Jiménez-Leal, William, John, Melissa Sue, Joy-Gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-Pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Nichols, Austin Lee, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-Sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M.H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L.M., Smith, Michael A., Smith-Castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, van Aert, Robbie C.M., van Assen, Marcel A.L.M., van der Hulst, Marije, van Lange, Paul A.M., van ’t Veer, Anna Elisabeth, Vásquez-Echeverría, Alejandro, Vaughn, Leigh Ann, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P.J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, Nosek, Brian A., Klein, Richard A., Vianello, Michelangelo, Hasselman, Fred, Adams, Byron G., Adams, Reginald B., Alper, Sinan, Aveyard, Mark, Axt, Jordan R., Babalola, Mayowa T., Bahník, Štěpán, Batra, Rishtee, Berkics, Mihály, Bernstein, Michael J., Berry, Daniel R., Bialobrzeska, Olga, Binan, Evans Dami, Bocian, Konrad, Brandt, Mark J., Busching, Robert, Rédei, Anna Cabak, Cai, Huajian, Cambier, Fanny, Cantarero, Katarzyna, Carmichael, Cheryl L., Ceric, Francisco, Chandler, Jesse, Chang, Jen Ho, Chatard, Armand, Chen, Eva E., Cheong, Winnee, Cicero, David C., Coen, Sharon, Coleman, Jennifer A., Collisson, Brian, Conway, Morgan A., Corker, Katherine S., Curran, Paul G., Cushman, Fiery, Dagona, Zubairu K., Dalgar, Ilker, Dalla Rosa, Anna, Davis, William E., de Bruijn, Maaike, De Schutter, Leander, Devos, Thierry, de Vries, Marieke, Doğulu, Canay, Dozo, Nerisa, Dukes, Kristin Nicole, Dunham, Yarrow, Durrheim, Kevin, Ebersole, Charles R., Edlund, John E., Eller, Anja, English, Alexander Scott, Finck, Carolyn, Frankowska, Natalia, Freyre, Miguel Ángel, Friedman, Mike, Galliani, Elisa Maria, Gandi, Joshua C., Ghoshal, Tanuka, Giessner, Steffen R., Gill, Tripat, Gnambs, Timo, Gómez, Ángel, González, Roberto, Graham, Jesse, Grahe, Jon E., Grahek, Ivan, Green, Eva G.T., Hai, Kakul, Haigh, Matthew, Haines, Elizabeth L., Hall, Michael P., Heffernan, Marie E., Hicks, Joshua A., Houdek, Petr, Huntsinger, Jeffrey R., Huynh, Ho Phi, Ijzerman, Hans, Inbar, Yoel, Innes-Ker, Åse H., Jiménez-Leal, William, John, Melissa Sue, Joy-Gaba, Jennifer A., Kamiloğlu, Roza G., Kappes, Heather Barry, Karabati, Serdar, Karick, Haruna, Keller, Victor N., Kende, Anna, Kervyn, Nicolas, Knežević, Goran, Kovacs, Carrie, Krueger, Lacy E., Kurapov, German, Kurtz, Jamie, Lakens, Daniël, Lazarević, Ljiljana B., Levitan, Carmel A., Lewis, Neil A., Lins, Samuel, Lipsey, Nikolette P., Losee, Joy E., Maassen, Esther, Maitner, Angela T., Malingumu, Winfrida, Mallett, Robyn K., Marotta, Satia A., Međedović, Janko, Mena-Pacheco, Fernando, Milfont, Taciano L., Morris, Wendy L., Murphy, Sean C., Myachykov, Andriy, Neave, Nick, Neijenhuijs, Koen, Nelson, Anthony J., Neto, Félix, Nichols, Austin Lee, Ocampo, Aaron, O’donnell, Susan L., Oikawa, Haruka, Oikawa, Masanori, Ong, Elsie, Orosz, Gábor, Osowiecka, Malgorzata, Packard, Grant, Pérez-Sánchez, Rolando, Petrović, Boban, Pilati, Ronaldo, Pinter, Brad, Podesta, Lysandra, Pogge, Gabrielle, Pollmann, Monique M.H., Rutchick, Abraham M., Saavedra, Patricio, Saeri, Alexander K., Salomon, Erika, Schmidt, Kathleen, Schönbrodt, Felix D., Sekerdej, Maciej B., Sirlopú, David, Skorinko, Jeanine L.M., Smith, Michael A., Smith-Castro, Vanessa, Smolders, Karin C.H.J., Sobkow, Agata, Sowden, Walter, Spachtholz, Philipp, Srivastava, Manini, Steiner, Troy G., Stouten, Jeroen, Street, Chris N.H., Sundfelt, Oskar K., Szeto, Stephanie, Szumowska, Ewa, Tang, Andrew C.W., Tanzer, Norbert, Tear, Morgan J., Theriault, Jordan, Thomae, Manuela, Torres, David, Traczyk, Jakub, Tybur, Joshua M., Ujhelyi, Adrienn, van Aert, Robbie C.M., van Assen, Marcel A.L.M., van der Hulst, Marije, van Lange, Paul A.M., van ’t Veer, Anna Elisabeth, Vásquez-Echeverría, Alejandro, Vaughn, Leigh Ann, Vázquez, Alexandra, Vega, Luis Diego, Verniers, Catherine, Verschoor, Mark, Voermans, Ingrid P.J., Vranka, Marek A., Welch, Cheryl, Wichman, Aaron L., Williams, Lisa A., Wood, Michael, Woodzicka, Julie A., Wronska, Marta K., Young, Liane, Zelenski, John M., Zhijia, Zeng, and Nosek, Brian A.
Abstract: We conducted preregistered replications of 28 classic and contemporary published findings, with protocols that were peer reviewed in advance, to examine variation in effect magnitudes across samples and settings. Each protocol was administered to approximately half of 125 samples that comprised 15,305 participants from 36 countries and territories. Using the conventional criterion of statistical significance (p <.05), we found that 15 (54%) of the replications provided evidence of a statistically significant effect in the same direction as the original finding. With a strict significance criterion (p <.0001), 14 (50%) of the replications still provided such evidence, a reflection of the extremely highpowered design. Seven (25%) of the replications yielded effect sizes larger than the original ones, and 21 (75%) yielded effect sizes smaller than the original ones. The median comparable Cohen’s ds were 0.60 for the original findings and 0.15 for the replications. The effect sizes were small (< 0.20) in 16 of the replications (57%), and 9 effects (32%) were in the direction opposite the direction of the original effect. Across settings, the Q statistic indicated significant heterogeneity in 11 (39%) of the replication effects, and most of those were among the findings with the largest overall effect sizes; only 1 effect that was near zero in the aggregate showed significant heterogeneity according to this measure. Only 1 effect had a tau value greater than.20, an indication of moderate heterogeneity. Eight others had tau values near or slightly above.10, an indication of slight heterogeneity. Moderation tests indicated that very little heterogeneity was attributable to the order in which the tasks were performed or whether the tasks were administered in lab versus online. Exploratory comparisons revealed little heterogeneity between Western, educated, industrialized, rich, and democratic (WEIRD) cultures and less WEIRD cultures (i.e., cultures with relative
Published: 2018

24. Implants induce a new niche for microbiomes

Author: Jakobsen, Tim H., Eickhardt, Steffen R., Gheorghe, Alexandra G., Stenqvist, Charlotte, Sønderholm, Majken, Stavnsberg, Camilla, Jensen, Peter, Odgaard, Anders, Whiteley, Marvin, Moser, Claus, Hvolris, Jesper, Hougen, Hans Petter, Bjarnsholt, Thomas, Jakobsen, Tim H., Eickhardt, Steffen R., Gheorghe, Alexandra G., Stenqvist, Charlotte, Sønderholm, Majken, Stavnsberg, Camilla, Jensen, Peter, Odgaard, Anders, Whiteley, Marvin, Moser, Claus, Hvolris, Jesper, Hougen, Hans Petter, and Bjarnsholt, Thomas
Abstract: Although much work is being done to develop new treatments, research and knowledge regarding factors underlying implant-related microbial colonization leading to infection are less comprehensive. Presence of microorganisms in and around implants clinically characterized as uninfected remains unknown. The objective of this study was to detect and identify bacteria and fungi on implants from various groups of patients with no prior indications of implant related infections. Patient samples (implants and tissue) were collected from five different hospitals in the Capital region of Denmark. By in-depth microbiological detection methods, we examined the prevalence of bacteria and fungi on 106 clinically uninfected implants from four patient groups (aseptic loosening, healed fractures, craniofacial complications and recently deceased). Of 106 clinically uninfected implants and 39 negative controls investigated, 66% were colonized by bacteria and 40% were colonized by fungi (p < 0.0001 compared to negative controls). A large number of microbes were found to colonize the implants, however, the most prevalent microbes present were not common aetiological agents of implant infections. The findings indicate that implants provide a distinct niche for microbial colonization. These data have broad implications for medical implant recipients, as well as for supporting the idea that the presence of foreign objects in the body alters the human microbiome by providing new colonization niches.
Published: 2018

25. Reisediarrhö

Author: Pitzurra, R., Mütsch, M., Steffen, R., Pitzurra, R., Mütsch, M., and Steffen, R.
Abstract: Zusammenfassung: Reisediarrhö ist die häufigste Erkrankung beim Besuch tropischer Länder, wobei die Zahl der Reisenden in diese Destinationen stetig steigt. Reisediarrhö schränkt die Reisefreiheit ein, ist jedoch sehr selten lebensbedrohlich. In den meisten Fällen erfolgt eine spontane Heilung nach etwa 4 Tagen. Die Symptome können jedoch bei einer Minderheit über Wochen anhalten und es kann eine chronische Folgeerkrankung, z.B. ein Reizdarmsyndrom ausgelöst werden. Risikofaktoren betreffen sowohl das Individuum (z.B. Alter, Verhalten, Herkunft und genetische Disposition) als auch Umweltbedingungen (z.B. Destination und Hotel). Hauptsächlich sind bakterielle Erreger für eine Reisediarrhö verantwortlich vor allem Enterotoxin bildende Escherichiacoli (ETEC), Salmonellen, Shigellen und Campylobacter, zu nennen sind auch Rotaviren und Protozoen wie Giardia lamblia. Gezielt wird nach diesen bei Komplikationen und chronischem Verlauf gesucht. Therapeutisch greift man auf Ebenen an, die je nach Krankheitsverlauf und Erreger von der symptomatischen Blockierung der Darmmotilität, der oralen Rehydrierung bis zum Einsatz von Antibiotika reichen
Published: 2018

26. Haloes gone MAD: The Halo-Finder Comparison Project

Author: Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottlöber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukić, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, Zemp, Marcel, Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottlöber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukić, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, and Zemp, Marcel
Abstract: We present a detailed comparison of fundamental dark matter halo properties retrieved by a substantial number of different halo finders. These codes span a wide range of techniques including friends-of-friends, spherical-overdensity and phase-space-based algorithms. We further introduce a robust (and publicly available) suite of test scenarios that allow halo finder developers to compare the performance of their codes against those presented here. This set includes mock haloes containing various levels and distributions of substructure at a range of resolutions as well as a cosmological simulation of the large-scale structure of the universe. All the halo-finding codes tested could successfully recover the spatial location of our mock haloes. They further returned lists of particles (potentially) belonging to the object that led to coinciding values for the maximum of the circular velocity profile and the radius where it is reached. All the finders based in configuration space struggled to recover substructure that was located close to the centre of the host halo, and the radial dependence of the mass recovered varies from finder to finder. Those finders based in phase space could resolve central substructure although they found difficulties in accurately recovering its properties. Through a resolution study we found that most of the finders could not reliably recover substructure containing fewer than 30-40 particles. However, also here the phase-space finders excelled by resolving substructure down to 10-20 particles. By comparing the halo finders using a high-resolution cosmological volume, we found that they agree remarkably well on fundamental properties of astrophysical significance (e.g. mass, position, velocity and peak of the rotation curve). We further suggest to utilize the peak of the rotation curve, vmax, as a proxy for mass, given the arbitrariness in defining a proper halo edge
Published: 2017

27. Treatment of travellers' diarrhoea with fleroxacin: a case study

Author: Steffen, R., Jori, J., DuPont, H. L., Mathewson, J. J., Stürchler, D., Steffen, R., Jori, J., DuPont, H. L., Mathewson, J. J., and Stürchler, D.
Abstract: A double-blind, randomized, placebo-controlled trial was conducted to evaluate the efficacy and safety of fleroxacin for one or two days as treatment for patients with travellers' diarrhoea. A total of 195 patients who were suffering with acute diarrhoea of less than six days' duration were enrolled. One hundred and fifty-one patients, of whom 49 received placebo, 54 received fleroxacin 400 mg for one day and 48 received fleroxacin 400 mg for two days, were included in the analysis of efficacy. The results showed that fleroxacin was significantly superior to placebo, but that there was no significant difference in terms of efficacy between the one- and two-day regimens. Adverse events, particularly minor neuropsychiatric disturbances such as headache and insomnia, were significantly more common amongst patients receiving active treatment. In conclusion, a single dose of fleroxacin 400 mg could be recommended as self-treatment for visitors to high-risk countries who develop travellers' diarrhoea
Published: 2017

28. Malaria and mosquitoes: how often for how long?

Author: Stürchler, D., Naef, U., Fernex, M., Mittelholzer, M.L., Reber, R.M., Steffen, R., Stürchler, D., Naef, U., Fernex, M., Mittelholzer, M.L., Reber, R.M., and Steffen, R.
Published: 2017

29. Revisionsraten der Metha-Kurzschaftprothese: 1-11 Jahresergebnisse nach 1888 Implantationen

Author: Schellen, B, Steffen, R, Dargel, J, Eysel, P, Beckmann, J, Schnurr, C, Schellen, B, Steffen, R, Dargel, J, Eysel, P, Beckmann, J, and Schnurr, C
Published: 2016

30. Revisionsraten der Metha-Kurzschaftprothese: 1-11 Jahresergebnisse nach 1888 Implantationen

Author: Schellen, B, Steffen, R, Dargel, J, Eysel, P, Beckmann, J, Schnurr, C, Schellen, B, Steffen, R, Dargel, J, Eysel, P, Beckmann, J, and Schnurr, C
Published: 2016

31. Historical perspective of travelers' diarrhea

Author: Steffen, R, Steffen, R ( R ), DuPont, H L, Ericsson, C D, Steffen, R, Steffen, R ( R ), DuPont, H L, and Ericsson, C D
Published: 2003

32. Epidemiology

Author: Steffen, R, Steffen, R ( R ), Sack, R B, Steffen, R, Steffen, R ( R ), and Sack, R B
Published: 2003

33. The future of travelers' diarrhea: directions for research

Author: Steffen, R, Steffen, R ( R ), DuPont, H L, Ericsson, C D, Steffen, R, Steffen, R ( R ), DuPont, H L, and Ericsson, C D
Published: 2003

34. Social Motives and Relational Models

Author: Giessner, Steffen R. (Assoc. Prof. Dr.), Kehr, Hugo M. (Prof. Dr.), Strasser, Matthias, Giessner, Steffen R. (Assoc. Prof. Dr.), Kehr, Hugo M. (Prof. Dr.), and Strasser, Matthias
Abstract: The dissertation combines theories and empirical findings of classic motivation psychology with relational models theory. Across seven studies, it demonstrates that individual preferences for specific interpersonal relationships depend on the fundamental human needs for affiliation, power, and achievement. Conversely, it shows that distinct relational structures elicit specific motivation. It thus provides a framework for creating and designing interpersonal relationships and social motivation., Die Dissertation vereinigt Theorien und Befunde der klassischen Motivationsforschung mit der Theorie Relationaler Modelle. Sie zeigt anhand von sieben empirischen Studien, dass individuelle Vorlieben für fundamentale zwischenmenschliche Beziehungsmuster von den grundlegenden menschlichen Bedürfnissen nach Anschluss, Macht und Leistung abhängen und dass bestimmte Beziehungsstrukturen spezifische Motivation hervorrufen. Damit bietet sie eine Orientierungsgrundlage für die aktive Gestaltung von sozialen Beziehungen und sozialer Motivation.
Published: 2015

35. Social Motives and Relational Models

Author: Kehr, Hugo M. (Prof. Dr.), Kehr, Hugo M. (Prof. Dr.);Giessner, Steffen R. (Assoc. Prof. Dr.), Strasser, Matthias, Kehr, Hugo M. (Prof. Dr.), Kehr, Hugo M. (Prof. Dr.);Giessner, Steffen R. (Assoc. Prof. Dr.), and Strasser, Matthias
Abstract: The dissertation combines theories and empirical findings of classic motivation psychology with relational models theory. Across seven studies, it demonstrates that individual preferences for specific interpersonal relationships depend on the fundamental human needs for affiliation, power, and achievement. Conversely, it shows that distinct relational structures elicit specific motivation. It thus provides a framework for creating and designing interpersonal relationships and social motivation., Die Dissertation vereinigt Theorien und Befunde der klassischen Motivationsforschung mit der Theorie Relationaler Modelle. Sie zeigt anhand von sieben empirischen Studien, dass individuelle Vorlieben für fundamentale zwischenmenschliche Beziehungsmuster von den grundlegenden menschlichen Bedürfnissen nach Anschluss, Macht und Leistung abhängen und dass bestimmte Beziehungsstrukturen spezifische Motivation hervorrufen. Damit bietet sie eine Orientierungsgrundlage für die aktive Gestaltung von sozialen Beziehungen und sozialer Motivation.
Published: 2015

36. Transformational Leadership Meets Follower Motives

Author: Giessner, Steffen R. (Assoc. Prof. Dr.), Kehr, Hugo M. (Prof. Dr.), Amann, Dorena, Giessner, Steffen R. (Assoc. Prof. Dr.), Kehr, Hugo M. (Prof. Dr.), and Amann, Dorena
Abstract: The thesis combines transformational leadership theory with implicit motive theory. It demonstrates conceptual connections of distinct transformational leadership styles and the needs for affiliation, power, and achievement. Furthermore, it shows that a fit between transformational leadership styles and followers’ implicit motive dispositions increases work-related outcomes. Thus, the thesis provides insight into the mechanisms of effective leadership and has practical implications for the relationship between a leader and followers., Die Dissertation vereinigt die Theorie transformationaler Führung mit der Theorie impliziter Motive. Sie weist konzeptionelle Verbindungen zwischen einzelnen transformationalen Führungsstilen und den Motiven Anschluss, Macht und Leistung nach. Des Weiteren zeigt die Dissertation, dass eine Passung von transformationalem Führungsstil und impliziter Motivstruktur der Geführten die arbeitsrelevante Leistung steigert. Damit bietet die Dissertation einen Einblick in die Mechanismen erfolgreicher Führung und zeigt praktische Implikationen für die Beziehung zwischen Führungskraft und Geführten auf.
Published: 2014

37. Transformational Leadership Meets Follower Motives

Author: Kehr, Hugo M. (Prof. Dr.), Kehr, Hugo M. (Prof. Dr.);Giessner, Steffen R. (Assoc. Prof. Dr.), Amann, Dorena, Kehr, Hugo M. (Prof. Dr.), Kehr, Hugo M. (Prof. Dr.);Giessner, Steffen R. (Assoc. Prof. Dr.), and Amann, Dorena
Abstract: The thesis combines transformational leadership theory with implicit motive theory. It demonstrates conceptual connections of distinct transformational leadership styles and the needs for affiliation, power, and achievement. Furthermore, it shows that a fit between transformational leadership styles and followers’ implicit motive dispositions increases work-related outcomes. Thus, the thesis provides insight into the mechanisms of effective leadership and has practical implications for the relationship between a leader and followers., Die Dissertation vereinigt die Theorie transformationaler Führung mit der Theorie impliziter Motive. Sie weist konzeptionelle Verbindungen zwischen einzelnen transformationalen Führungsstilen und den Motiven Anschluss, Macht und Leistung nach. Des Weiteren zeigt die Dissertation, dass eine Passung von transformationalem Führungsstil und impliziter Motivstruktur der Geführten die arbeitsrelevante Leistung steigert. Damit bietet die Dissertation einen Einblick in die Mechanismen erfolgreicher Führung und zeigt praktische Implikationen für die Beziehung zwischen Führungskraft und Geführten auf.
Published: 2014

38. The in vivo biofilm

Author: Bjarnsholt, Thomas, Alhede, Maria, Alhede, Morten, Eickhardt-Sørensen, Steffen R, Moser, Claus, Kühl, Michael, Jensen, Peter Østrup, Høiby, Niels, Bjarnsholt, Thomas, Alhede, Maria, Alhede, Morten, Eickhardt-Sørensen, Steffen R, Moser, Claus, Kühl, Michael, Jensen, Peter Østrup, and Høiby, Niels
Abstract: Bacteria can grow and proliferate either as single, independent cells or organized in aggregates commonly referred to as biofilms. When bacteria succeed in forming a biofilm within the human host, the infection often becomes very resistant to treatment and can develop into a chronic state. Biofilms have been studied for decades using various in vitro models, but it remains debatable whether such in vitro biofilms actually resemble in vivo biofilms in chronic infections. In vivo biofilms share several structural characteristics that differ from most in vitro biofilms. Additionally, the in vivo experimental time span and presence of host defenses differ from chronic infections and the chemical microenvironment of both in vivo and in vitro biofilms is seldom taken into account. In this review, we discuss why the current in vitro models of biofilms might be limited for describing infectious biofilms, and we suggest new strategies for improving this discrepancy.
Published: 2013

39. The in vivo biofilm

Author: Bjarnsholt, Thomas, Alhede, Maria, Alhede, Morten, Eickhardt-Sørensen, Steffen R, Moser, Claus, Kühl, Michael, Jensen, Peter Østrup, Høiby, Niels, Bjarnsholt, Thomas, Alhede, Maria, Alhede, Morten, Eickhardt-Sørensen, Steffen R, Moser, Claus, Kühl, Michael, Jensen, Peter Østrup, and Høiby, Niels
Abstract: Bacteria can grow and proliferate either as single, independent cells or organized in aggregates commonly referred to as biofilms. When bacteria succeed in forming a biofilm within the human host, the infection often becomes very resistant to treatment and can develop into a chronic state. Biofilms have been studied for decades using various in vitro models, but it remains debatable whether such in vitro biofilms actually resemble in vivo biofilms in chronic infections. In vivo biofilms share several structural characteristics that differ from most in vitro biofilms. Additionally, the in vivo experimental time span and presence of host defenses differ from chronic infections and the chemical microenvironment of both in vivo and in vitro biofilms is seldom taken into account. In this review, we discuss why the current in vitro models of biofilms might be limited for describing infectious biofilms, and we suggest new strategies for improving this discrepancy.
Published: 2013

40. SubHaloes going Notts: The SubHalo-Finder Comparison Project

Author: Onions, Julian, Knebe, Alexander, Pearce, Frazer R., Muldrew, Stuart I., Lux, Hanni, Knollmann, Steffen R., Ascasibar, Yago, Behroozi, Peter, Elahi, Pascal, Han, Jiaxin, Maciejewski, Michal, Merchán, Manuel E., Neyrinck, Mark, Ruiz, Andrés N., Sgró, Mario A., Springel, Volker, Tweed, Dylan, Onions, Julian, Knebe, Alexander, Pearce, Frazer R., Muldrew, Stuart I., Lux, Hanni, Knollmann, Steffen R., Ascasibar, Yago, Behroozi, Peter, Elahi, Pascal, Han, Jiaxin, Maciejewski, Michal, Merchán, Manuel E., Neyrinck, Mark, Ruiz, Andrés N., Sgró, Mario A., Springel, Volker, and Tweed, Dylan
Abstract: We present a detailed comparison of the substructure properties of a single Milky Way sized dark matter halo from the Aquarius suite at five different resolutions, as identified by a variety of different (sub-)halo finders for simulations of cosmic structure formation. These finders span a wide range of techniques and methodologies to extract and quantify substructures within a larger non-homogeneous background density (e.g. a host halo). This includes real-space, phase-space, velocity-space and time- space based finders, as well as finders employing a Voronoi tessellation, friends-of-friends techniques, or refined meshes as the starting point for locating substructure.A common post-processing pipeline was used to uniformly analyse the particle lists provided by each finder. We extract quantitative and comparable measures for the subhaloes, primarily focusing on mass and the peak of the rotation curve for this particular study. We find that all of the finders agree extremely well on the presence and location of substructure and even for properties relating to the inner part part of the subhalo (e.g. the maximum value of the rotation curve). For properties that rely on particles near the outer edge of the subhalo the agreement is at around the 20 per cent level. We find that basic properties (mass, maximum circular velocity) of a subhalo can be reliably recovered if the subhalo contains more than 100 particles although its presence can be reliably inferred for a lower particle number limit of 20. We finally note that the logarithmic slope of the subhalo cumulative number count is remarkably consistent and <1 for all the finders that reached high resolution. If correct, this would indicate that the larger and more massive, respectively, substructures are the most dynamically interesting and that higher levels of the (sub-)subhalo hierarchy become progressively less important., Comment: 16 pages, 7 figures, 2 tables, Accepted for MNRAS
Published: 2012
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41. A Social Identity Analysis of Mergers and Acquisitions

Author: Faulkner, David, Faulkner, D ( David ), Giessner, Steffen R, Ullrich, Johannes; https://orcid.org/0000-0002-0471-7004, van Dick, Rolf, Faulkner, David, Faulkner, D ( David ), Giessner, Steffen R, Ullrich, Johannes; https://orcid.org/0000-0002-0471-7004, and van Dick, Rolf
Published: 2012

42. SubHaloes going Notts: The SubHalo-Finder Comparison Project

Author: Onions, Julian, Knebe, Alexander, Pearce, Frazer R., Muldrew, Stuart I., Lux, Hanni, Knollmann, Steffen R., Ascasibar, Yago, Behroozi, Peter, Elahi, Pascal, Han, Jiaxin, Maciejewski, Michal, Merchán, Manuel E., Neyrinck, Mark, Ruiz, Andrés N., Sgró, Mario A., Springel, Volker, Tweed, Dylan, Onions, Julian, Knebe, Alexander, Pearce, Frazer R., Muldrew, Stuart I., Lux, Hanni, Knollmann, Steffen R., Ascasibar, Yago, Behroozi, Peter, Elahi, Pascal, Han, Jiaxin, Maciejewski, Michal, Merchán, Manuel E., Neyrinck, Mark, Ruiz, Andrés N., Sgró, Mario A., Springel, Volker, and Tweed, Dylan
Abstract: We present a detailed comparison of the substructure properties of a single Milky Way sized dark matter halo from the Aquarius suite at five different resolutions, as identified by a variety of different (sub-)halo finders for simulations of cosmic structure formation. These finders span a wide range of techniques and methodologies to extract and quantify substructures within a larger non-homogeneous background density (e.g. a host halo). This includes real-space, phase-space, velocity-space and time- space based finders, as well as finders employing a Voronoi tessellation, friends-of-friends techniques, or refined meshes as the starting point for locating substructure.A common post-processing pipeline was used to uniformly analyse the particle lists provided by each finder. We extract quantitative and comparable measures for the subhaloes, primarily focusing on mass and the peak of the rotation curve for this particular study. We find that all of the finders agree extremely well on the presence and location of substructure and even for properties relating to the inner part part of the subhalo (e.g. the maximum value of the rotation curve). For properties that rely on particles near the outer edge of the subhalo the agreement is at around the 20 per cent level. We find that basic properties (mass, maximum circular velocity) of a subhalo can be reliably recovered if the subhalo contains more than 100 particles although its presence can be reliably inferred for a lower particle number limit of 20. We finally note that the logarithmic slope of the subhalo cumulative number count is remarkably consistent and <1 for all the finders that reached high resolution. If correct, this would indicate that the larger and more massive, respectively, substructures are the most dynamically interesting and that higher levels of the (sub-)subhalo hierarchy become progressively less important., Comment: 16 pages, 7 figures, 2 tables, Accepted for MNRAS
Published: 2012
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43. The Dynamical State of Dark Matter Haloes in Cosmological Simulations I: Correlations with Mass Assembly History

Author: Power, Chris, Knebe, Alexander, Knollmann, Steffen R., Power, Chris, Knebe, Alexander, and Knollmann, Steffen R.
Abstract: Using a statistical sample of dark matter haloes drawn from a suite of cosmological N-body simulations of the Cold Dark Matter (CDM) model, we quantify the impact of a simulated halo's mass accretion and merging history on two commonly used measures of its dynamical state, the virial ratio eta and the centre of mass offset Delta r. Quantifying this relationship is important because the degree to which a halo is dynamically equilibrated will influence the reliability with which we can measure characteristic equilibrium properties of the structure and kinematics of a population of haloes. We begin by verifying that a halo's formation redshift zform correlates with its virial mass Mvir and we show that the fraction of its recently accreted mass and the likelihood of it having experienced a recent major merger increases with increasing Mvir and decreasing zform. We then show that both eta and Delta r increase with increasing Mvir and decreasing zform, which implies that massive recently formed haloes are more likely to be dynamically unrelaxed than their less massive and older counterparts. Our analysis shows that both eta and Delta r are good indicators of a halo's dynamical state, showing strong positive correlations with recent mass accretion and merging activity, but we argue that Delta r provides a more robust and better defined measure of dynamical state for use in cosmological N-body simulations at z~0. We find that Delta r < 0.04 is sufficient to pick out dynamically relaxed haloes at z=0. Finally, we assess our results in the context of previous studies, and consider their observational implications., Comment: Accepted for publication in MNRAS. 13 pages, 15 figures
Published: 2011
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44. Haloes gone MAD: The Halo-Finder Comparison Project

Author: Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottloeber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukic, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, Zemp, Marcel, Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottloeber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukic, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, and Zemp, Marcel
Abstract: [abridged] We present a detailed comparison of fundamental dark matter halo properties retrieved by a substantial number of different halo finders. These codes span a wide range of techniques including friends-of-friends (FOF), spherical-overdensity (SO) and phase-space based algorithms. We further introduce a robust (and publicly available) suite of test scenarios that allows halo finder developers to compare the performance of their codes against those presented here. This set includes mock haloes containing various levels and distributions of substructure at a range of resolutions as well as a cosmological simulation of the large-scale structure of the universe. All the halo finding codes tested could successfully recover the spatial location of our mock haloes. They further returned lists of particles (potentially) belonging to the object that led to coinciding values for the maximum of the circular velocity profile and the radius where it is reached. All the finders based in configuration space struggled to recover substructure that was located close to the centre of the host halo and the radial dependence of the mass recovered varies from finder to finder. Those finders based in phase space could resolve central substructure although they found difficulties in accurately recovering its properties. Via a resolution study we found that most of the finders could not reliably recover substructure containing fewer than 30-40 particles. However, also here the phase space finders excelled by resolving substructure down to 10-20 particles. By comparing the halo finders using a high resolution cosmological volume we found that they agree remarkably well on fundamental properties of astrophysical significance (e.g. mass, position, velocity, and peak of the rotation curve)., Comment: 27 interesting pages, 20 beautiful figures, and 4 informative tables accepted for publication in MNRAS. The high-resolution version of the paper as well as all the test cases and analysis can be found at the web site http://popia.ft.uam.es/HaloesGoingMAD
Published: 2011
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45. Haloes gone MAD: The Halo-Finder Comparison Project

Author: Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottloeber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukic, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, Zemp, Marcel, Knebe, Alexander, Knollmann, Steffen R., Muldrew, Stuart I., Pearce, Frazer R., Aragon-Calvo, Miguel Angel, Ascasibar, Yago, Behroozi, Peter S., Ceverino, Daniel, Colombi, Stephane, Diemand, Juerg, Dolag, Klaus, Falck, Bridget L., Fasel, Patricia, Gardner, Jeff, Gottloeber, Stefan, Hsu, Chung-Hsing, Iannuzzi, Francesca, Klypin, Anatoly, Lukic, Zarija, Maciejewski, Michal, McBride, Cameron, Neyrinck, Mark C., Planelles, Susana, Potter, Doug, Quilis, Vicent, Rasera, Yann, Read, Justin I., Ricker, Paul M., Roy, Fabrice, Springel, Volker, Stadel, Joachim, Stinson, Greg, Sutter, P. M., Turchaninov, Victor, Tweed, Dylan, Yepes, Gustavo, and Zemp, Marcel
Abstract: [abridged] We present a detailed comparison of fundamental dark matter halo properties retrieved by a substantial number of different halo finders. These codes span a wide range of techniques including friends-of-friends (FOF), spherical-overdensity (SO) and phase-space based algorithms. We further introduce a robust (and publicly available) suite of test scenarios that allows halo finder developers to compare the performance of their codes against those presented here. This set includes mock haloes containing various levels and distributions of substructure at a range of resolutions as well as a cosmological simulation of the large-scale structure of the universe. All the halo finding codes tested could successfully recover the spatial location of our mock haloes. They further returned lists of particles (potentially) belonging to the object that led to coinciding values for the maximum of the circular velocity profile and the radius where it is reached. All the finders based in configuration space struggled to recover substructure that was located close to the centre of the host halo and the radial dependence of the mass recovered varies from finder to finder. Those finders based in phase space could resolve central substructure although they found difficulties in accurately recovering its properties. Via a resolution study we found that most of the finders could not reliably recover substructure containing fewer than 30-40 particles. However, also here the phase space finders excelled by resolving substructure down to 10-20 particles. By comparing the halo finders using a high resolution cosmological volume we found that they agree remarkably well on fundamental properties of astrophysical significance (e.g. mass, position, velocity, and peak of the rotation curve)., Comment: 27 interesting pages, 20 beautiful figures, and 4 informative tables accepted for publication in MNRAS. The high-resolution version of the paper as well as all the test cases and analysis can be found at the web site http://popia.ft.uam.es/HaloesGoingMAD
Published: 2011
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46. The luminosities of backsplash galaxies in constrained simulations of the Local Group

Author: Knebe, Alexander, Libeskind, Noam I, Knollmann, Steffen R, Martínez Vaquero, Luis Alberto, Yepes, Gustavo, Gottlöber, Stefan, Hoffman, Yehuda, Knebe, Alexander, Libeskind, Noam I, Knollmann, Steffen R, Martínez Vaquero, Luis Alberto, Yepes, Gustavo, Gottlöber, Stefan, and Hoffman, Yehuda
Abstract: We study the differences and similarities in the luminosities of bound, infalling and the so-called backsplash galaxies of the Milky Way and M31 using a hydrodynamical simulation performed within the Constrained Local UniversE Simulation (CLUES) project. The simulation models the formation of the Local Group within a self-consistent cosmological framework. We find that even though backsplash galaxies passed through the virial radius of their host halo and hence may have lost a (significant) fraction of their mass, their stellar populations are hardly affected. This leaves us with comparable luminosity functions for infalling and backsplash galaxies and hence little hope to decipher their past (and different) formation and evolutionary histories by luminosity measurements alone. Nevertheless, due to the tidal stripping of dark matter we find that the mass-to-light ratios have changed when comparing the various populations against each other: they are highest for the infalling galaxies and lowest for the bound satellites with the backsplash galaxies in between.
Published: 2011

47. The Dynamical State of Dark Matter Haloes in Cosmological Simulations I: Correlations with Mass Assembly History

Author: Power, Chris, Knebe, Alexander, Knollmann, Steffen R., Power, Chris, Knebe, Alexander, and Knollmann, Steffen R.
Abstract: Using a statistical sample of dark matter haloes drawn from a suite of cosmological N-body simulations of the Cold Dark Matter (CDM) model, we quantify the impact of a simulated halo's mass accretion and merging history on two commonly used measures of its dynamical state, the virial ratio eta and the centre of mass offset Delta r. Quantifying this relationship is important because the degree to which a halo is dynamically equilibrated will influence the reliability with which we can measure characteristic equilibrium properties of the structure and kinematics of a population of haloes. We begin by verifying that a halo's formation redshift zform correlates with its virial mass Mvir and we show that the fraction of its recently accreted mass and the likelihood of it having experienced a recent major merger increases with increasing Mvir and decreasing zform. We then show that both eta and Delta r increase with increasing Mvir and decreasing zform, which implies that massive recently formed haloes are more likely to be dynamically unrelaxed than their less massive and older counterparts. Our analysis shows that both eta and Delta r are good indicators of a halo's dynamical state, showing strong positive correlations with recent mass accretion and merging activity, but we argue that Delta r provides a more robust and better defined measure of dynamical state for use in cosmological N-body simulations at z~0. We find that Delta r < 0.04 is sufficient to pick out dynamically relaxed haloes at z=0. Finally, we assess our results in the context of previous studies, and consider their observational implications., Comment: Accepted for publication in MNRAS. 13 pages, 15 figures
Published: 2011
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48. Regenerative Zahnmedizin

Author: Steffen, R, Moret, C, van Waes, H, Steffen, R, Moret, C, and van Waes, H
Abstract: Bei der Behandlung von unreifen, nekrotischen Zähnen ist es zu einem Paradigmawechsel gekommen. Die regenerative, endodontische Behandlung solcher Zähne stützt sich auf die Erkenntnisse aus der biobasierten, regenerativen Forschung, um solche Zähne weiter reifen lassen zu können. Ergebnisse der Grundlagenforschung lassen vermuten, dass Stamm- und Vorläuferzellen aus Pulparesten, dem Periodont und der apikalen Papille zur Wiederbesiedlung von sterilisierten Pulpahöhlen beitragen können.
Published: 2011

49. Boosting hierarchical structure formation with scalar-interacting dark matter

Author: Hellwing, Wojciech A., Knollmann, Steffen R., Knebe, Alexander, Hellwing, Wojciech A., Knollmann, Steffen R., and Knebe, Alexander
Abstract: We investigate the effect of long-range scalar interactions in dark matter (DM) models of cosmic structure formation with a particular focus on the formation times of haloes. Utilising $N$-body simulations with $512^3$ DM particles we show that in our models dark matter haloes form substantially earlier: tracing objects up to redshift $z\sim6$ we find that the formation time, as characterised by the redshift $z_{1/2}$ at which the halo has assembled half of its final mass, is gradually shifted from $z_{1/2}\approx 1.83$ in the fiducial LCDM model to $z_{1/2}\approx 2.54$ in the most extreme self-interaction model. This is accompanied by a shift of the redshift that marks the transition between merger and steady accretion epochs from $z_{*}\approx 4.32$ in the \lcdm\ halos to $z_{*}\approx 6.39$ in our strongest interaction model. In other words, the scalar-interacting model employed in this work produces more structures at high redshifts, prolonging at the same time the steady accretion phases. These effects taken together can help the LCDM model to account for a high redshift reionisation as indicated by the WMAP data and can alleviate issues related to the survival of the thin-disk dominated galaxies at low redshifts., Comment: 5 pages, 3 figures, 1 table. Final version to be printed in MNRAS Letters. 4 new references added
Published: 2010
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50. The luminosities of backsplash galaxies in constrained simulations of the Local Group

Author: Knebe, Alexander, Libeskind, Noam I, Knollmann, Steffen R., Martinez-Vaquero, Luis A., Yepes, Gustavo, Gottloeber, Stefan, Hoffman, Yehuda, Knebe, Alexander, Libeskind, Noam I, Knollmann, Steffen R., Martinez-Vaquero, Luis A., Yepes, Gustavo, Gottloeber, Stefan, and Hoffman, Yehuda
Abstract: We study the differences and similarities in the luminosities of bound, infalling and the so-called backsplash (Gill et al. 2005) galaxies of the Milky Way and M31 using a hydrodynamical simulation performed within the Constrained Local UniversE Simulation (CLUES) project. The simulation models the formation of the Local Group within a self-consistent cosmological framework. We find that even though backsplash galaxies passed through the virial radius of their host halo and hence may have lost a (significant) fraction of their mass, their stellar populations are hardly affected. This leaves us with comparable luminosity functions for infalling and backsplash galaxies and hence little hope to decipher their past (and different) formation and evolutionary histories by luminosity measurements alone. Nevertheless, due to the tidal stripping of dark matter we find that the mass-to-light ratios have changed when comparing the various populations against each other: they are highest for the infalling galaxies and lowest for the bound satellites with the backsplash galaxies in-between., Comment: 9 pages, 10 figures, 1 table, accepted for publication in MNRAS
Published: 2010
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