Author: "Soraggi, Samuele" / Publication Type: Electronic Resources - Searchworks@Jio Institute Digital Library Search Results

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17 results on '"Soraggi, Samuele"'

1. Qualitative analysis of tumor-infiltrating lymphocytes across human tumor types reveals a higher proportion of bystander CD8+ T cells in non-melanoma cancers compared to melanoma

Author: Gokuldass, Aishwarya, Draghi, Arianna, Papp, Krisztian, Borch, Troels Holz, Nielsen, Morten, Westergaard, Marie Christine Wulff, Andersen, Rikke, Schina, Aimilia, Bol, Kalijn Fredrike, Chamberlain, Christopher Aled, Presti, Mario, Met, Özcan, Harbst, Katja, Lauss, Martin, Soraggi, Samuele, Csabai, Istvan, Szállási, Zoltán, Jönsson, Göran, Svane, Inge Marie, Donia, Marco, Gokuldass, Aishwarya, Draghi, Arianna, Papp, Krisztian, Borch, Troels Holz, Nielsen, Morten, Westergaard, Marie Christine Wulff, Andersen, Rikke, Schina, Aimilia, Bol, Kalijn Fredrike, Chamberlain, Christopher Aled, Presti, Mario, Met, Özcan, Harbst, Katja, Lauss, Martin, Soraggi, Samuele, Csabai, Istvan, Szállási, Zoltán, Jönsson, Göran, Svane, Inge Marie, and Donia, Marco
Abstract: Background: Human intratumoral T cell infiltrates can be defined by quantitative or qualitative features, such as their ability to recognize autologous tumor antigens. In this study, we reproduced the tumor-T cell interactions of individual patients to determine and compared the qualitative characteristics of intratumoral T cell infiltrates across multiple tumor types. Methods: We employed 187 pairs of unselected tumor-infiltrating lymphocytes (TILs) and autologous tumor cells from patients with melanoma, renal-, ovarian-cancer or sarcoma, and single-cell RNA sequencing data from a pooled cohort of 93 patients with melanoma or epithelial cancers. Measures of TIL quality including the proportion of tumor-reactive CD8+ and CD4+ TILs, and TIL response polyfunctionality were determined. Results: Tumor-specific CD8+ and CD4+ TIL responses were detected in over half of the patients in vitro, and greater CD8+ TIL responses were observed in melanoma, regardless of previous anti-PD-1 treatment, compared to renal cancer, ovarian cancer and sarcoma. The proportion of tumor-reactive CD4+ TILs was on average lower and the differences less pronounced across tumor types. Overall, the proportion of tumor-reactive TILs in vitro was remarkably low, implying a high fraction of TILs to be bystanders, and highly variable within the same tumor type. In situ analyses, based on eight single-cell RNA-sequencing datasets encompassing melanoma and five epithelial cancers types, corroborated the results obtained in vitro. Strikingly, no strong correlation between the proportion of CD8+ and CD4+ tumor-reactive TILs was detected, suggesting the accumulation of these responses in the tumor microenvironment to follow non-overlapping biological pathways. Additionally, no strong correlation between TIL responses and tumor mutational burden (TMB) in melanoma was observed, indicating that TMB was not a major dri
Published: 2020

2. Qualitative analysis of tumor-infiltrating lymphocytes across human tumor types reveals a higher proportion of bystander CD8+ T cells in non-melanoma cancers compared to melanoma

Author: Gokuldass, Aishwarya, Draghi, Arianna, Papp, Krisztian, Borch, Troels Holz, Nielsen, Morten, Westergaard, Marie Christine Wulff, Andersen, Rikke, Schina, Aimilia, Bol, Kalijn Fredrike, Chamberlain, Christopher Aled, Presti, Mario, Met, Özcan, Harbst, Katja, Lauss, Martin, Soraggi, Samuele, Csabai, Istvan, Szállási, Zoltán, Jönsson, Göran, Svane, Inge Marie, Donia, Marco, Gokuldass, Aishwarya, Draghi, Arianna, Papp, Krisztian, Borch, Troels Holz, Nielsen, Morten, Westergaard, Marie Christine Wulff, Andersen, Rikke, Schina, Aimilia, Bol, Kalijn Fredrike, Chamberlain, Christopher Aled, Presti, Mario, Met, Özcan, Harbst, Katja, Lauss, Martin, Soraggi, Samuele, Csabai, Istvan, Szállási, Zoltán, Jönsson, Göran, Svane, Inge Marie, and Donia, Marco
Abstract: Background: Human intratumoral T cell infiltrates can be defined by quantitative or qualitative features, such as their ability to recognize autologous tumor antigens. In this study, we reproduced the tumor-T cell interactions of individual patients to determine and compared the qualitative characteristics of intratumoral T cell infiltrates across multiple tumor types. Methods: We employed 187 pairs of unselected tumor-infiltrating lymphocytes (TILs) and autologous tumor cells from patients with melanoma, renal-, ovarian-cancer or sarcoma, and single-cell RNA sequencing data from a pooled cohort of 93 patients with melanoma or epithelial cancers. Measures of TIL quality including the proportion of tumor-reactive CD8+ and CD4+ TILs, and TIL response polyfunctionality were determined. Results: Tumor-specific CD8+ and CD4+ TIL responses were detected in over half of the patients in vitro, and greater CD8+ TIL responses were observed in melanoma, regardless of previous anti-PD-1 treatment, compared to renal cancer, ovarian cancer and sarcoma. The proportion of tumor-reactive CD4+ TILs was on average lower and the differences less pronounced across tumor types. Overall, the proportion of tumor-reactive TILs in vitro was remarkably low, implying a high fraction of TILs to be bystanders, and highly variable within the same tumor type. In situ analyses, based on eight single-cell RNA-sequencing datasets encompassing melanoma and five epithelial cancers types, corroborated the results obtained in vitro. Strikingly, no strong correlation between the proportion of CD8+ and CD4+ tumor-reactive TILs was detected, suggesting the accumulation of these responses in the tumor microenvironment to follow non-overlapping biological pathways. Additionally, no strong correlation between TIL responses and tumor mutational burden (TMB) in melanoma was observed, indicating that TMB was not a major dri
Published: 2020

3. 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, Jeffrey, Esnakula, 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., Amir, Shimon, 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, Brühl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sònia, 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, Antonio, 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, Håvard E., Darras, Sébastien, 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., García-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-Pérez, 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, Hilaire, Cynthia St., 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, Günter, Krebsbach, Paul H., Kristensen, Søren 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., Laverman, Gozewijn D., 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, 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, Y., 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, Chávez-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., Farhoudi, Ramin, Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D.S., Grüneberg, 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, 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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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Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T.H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniël F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chéné, 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, Brooks, Anastasia, Brox-Ponce, Josue, Brunetti, Arturo, Canham, Colin D., Carninci, Piero, Carvajal, Richard, Chang, Shun C., Chao, Jie, Chatterjee, Pranab, Chen, He, Chen, Liming, Chen, Yi-Chun, Chhatriwalla, Adnan K., Chikowe, Ibrahim, Chuang, Trees-Juen, Collevatti, Rosane G., Cornejo, Diego A.V., 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, 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., 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 K., 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, Vavvas, Demetrios G., 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, 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, 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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, Jeffrey, Esnakula, 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., Amir, Shimon, 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, Brühl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sònia, Castelvetro, Valter, Caswell, 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Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T.H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniël F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chéné, 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, Brooks, Anastasia, Brox-Ponce, Josue, Brunetti, Arturo, Canham, Colin D., Carninci, Piero, Carvajal, Richard, Chang, Shun C., Chao, Jie, Chatterjee, Pranab, Chen, He, Chen, Liming, Chen, Yi-Chun, Chhatriwalla, Adnan K., Chikowe, Ibrahim, Chuang, Trees-Juen, Collevatti, Rosane G., Cornejo, Diego A.V., 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, 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., 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 K., 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, Vavvas, Demetrios G., 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, and Pullan, Wayne
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

4. 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. 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. 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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. 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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, 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. 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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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5. 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. 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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., 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. 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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
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6. 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. 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, 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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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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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

7. 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. 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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8. 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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9. 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. 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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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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, 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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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. 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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

10. General theory for stochastic admixture graphs and F-statistics

Author: Soraggi, Samuele, Wiuf, Carsten, Soraggi, Samuele, and Wiuf, Carsten
Abstract: We provide a general mathematical framework based on the theory of graphical models to study admixture graphs. Admixture graphs are used to describe the ancestral relationships between past and present populations, allowing for population merges and migration events, by means of gene flow. We give various mathematical properties of admixture graphs with particular focus on properties of the so-called F-statistics. Also the Wright–Fisher model is studied and a general expression for the loss of heterozygosity is derived.
Published: 2019

11. 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. 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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. 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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., 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, 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. 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, 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

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. 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, 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, 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. 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. 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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. 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, 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

13. General theory for stochastic admixture graphs and F-statistics

Author: Soraggi, Samuele, Wiuf, Carsten, Soraggi, Samuele, and Wiuf, Carsten
Abstract: We provide a general mathematical framework based on the theory of graphical models to study admixture graphs. Admixture graphs are used to describe the ancestral relationships between past and present populations, allowing for population merges and migration events, by means of gene flow. We give various mathematical properties of admixture graphs with particular focus on properties of the so-called F-statistics. Also the Wright–Fisher model is studied and a general expression for the loss of heterozygosity is derived.
Published: 2019

14. Theory and inference on gene flow and ploidy numbers from NGS data

Author: Soraggi, Samuele and Soraggi, Samuele
Abstract: The overall focus of this thesis is the theoretical study, the statistical analysis and implementation of modelstargeted to genetics data. I will analyze two methods implemented for Next Generation Sequencing (NGS) data,where the issues related to such data are tackled in different ways, and illustrate a background theory for graphsused to relate populations
Published: 2018

15. Powerful Inference With the D-Statistic on Low-Coverage Whole-Genome Data

Author: Soraggi, Samuele, Wiuf, Carsten, Albrechtsen, Anders, Soraggi, Samuele, Wiuf, Carsten, and Albrechtsen, Anders
Abstract: The detection of ancient gene flow between human populations is an important issue in population genetics. A common tool for detecting ancient admixture events is the D-statistic. The D-statistic is based on the hypothesis of a genetic relationship that involves four populations, whose correctness is assessed by evaluating specific coincidences of alleles between the groups. When working with high throughput sequencing data calling genotypes accurately is not always possible, therefore the D-statistic currently samples a single base from the reads of one individual per population. This implies ignoring much of the information in the data, an issue especially striking in the case of ancient genomes. We provide a significant improvement to overcome the problems of the D-statistic by considering all reads from multiple individuals in each population. We also apply type-specific error correction to combat the problems of sequencing errors and show a way to correct for introgression from an external population that is not part of the supposed genetic relationship, and how this leads to an estimate of the admixture rate.\\ We prove that the D-statistic is approximated by a standard normal. Furthermore we show that our method outperforms the traditional D-statistic in detecting admixtures. The power gain is most pronounced for low/medium sequencing depth (1-10X) and performances are as good as with perfectly called genotypes at a sequencing depth of 2X. We show the reliability of error correction on scenarios with simulated errors and ancient data, and correct for introgression in known scenarios to estimate the admixture rates.
Published: 2018

16. Market forecasting using Hidden Markov Models

Author: Rebagliati, Sara, Sasso, Emanuela, Soraggi, Samuele, Rebagliati, Sara, Sasso, Emanuela, and Soraggi, Samuele
Abstract: Working on the daily closing prices and logreturns, in this paper we deal with the use of Hidden Markov Models (HMMs) to forecast the price of the EUR/USD Futures. The aim of our work is to understand how the HMMs describe different financial time series depending on their structure. Subsequently, we analyse the forecasting methods exposed in the previous literature, putting on evidence their pros and cons., Comment: This paper has been withdrawn by the author due to many errors and not very precise results
Published: 2015

17. Soraggi, Samuele

Author: Soraggi, Samuele and Soraggi, Samuele
Published: 2015

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16. Market forecasting using Hidden Markov Models

17. Soraggi, Samuele

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