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4. The third sector delivery of social services : needs, effectiveness and strategies for improvement

Author

Bach-Mortensen, Anders Malthe, Montgomery, Paul, and Barlow, Jane

Subjects
361.3, Third sector, Mixed provision of care, Social care
Abstract

Background: The third sector is expanding and becoming a bigger provider of public, social and health care services. However, little research has been undertaken to date to evidence the ability of third sector organisations (TSOs) as substitute health and social care providers to work effectively and in accordance with evidence-based practice (EBP). This entails having established processes for monitoring service delivery and outcomes, and including relevant stakeholders with the best available evidence in decision-making processes. Whilst the principles of EBP are gradually becoming an accepted part of practice in health and social care settings, little is known about how these principles have transferred into the third sector. To meet the growing demand on health and social care as a result of changes such as ageing populations, such services are increasingly delivered in quasi-markets, which are markets where public, for-profit, and third sector providers compete for service contracts financed by the state. Research convention and theories on the typology of sector have long contended that organisations across sector are driven by different incentives, but it remains unclear how, if at all, sector specific traits influence service quality. Further, little research has investigated the implications associated with the use of quasi-markets and whether certain types of service providers deliver systematically higher value than others. Objectives: This thesis aims to inform these areas by conducting two systematic reviews, which will be operationalised as an evaluation of the factors influencing the ability of TSOs to (1) evaluate their activities and (2) implement evidence-based interventions. (3) The thesis then tests whether quality-related outcomes vary across for-profit, public and third sector organisations in the context of social care organisations in Scotland. These three pieces of research have been developed and written as stand-alone journal articles for publication, bookended by chapters that will engage in a broad discussion of the core issues on the topic and of the core research questions. Together, these three papers provide an important and novel contribution to the existing literature by identifying, appraising, and synthesising existing research on the evaluation and delivery issues of TSOs, while also empirically exploring whether quality outcomes differ across public, for-profit, and third sector social care providers. Methods: A variety of methods are employed throughout the thesis. Papers 1 and 2 are systematic reviews conducted following best practice and in line with PRISMA guidelines. Both reviews included systematically searching key databases using relevant search strings, contacting experts, and reviewing websites. All included literature was quality appraised and synthesised using thematic analysis. Paper 3 employed generalised ordered logit models utilising data from the Care Inspectorate (the independent regulator of care services in Scotland) to test whether service- related outcomes vary across for-profit, public and third sector organisations. All papers were reported following best practice guidelines. Results: Paper 1 identified the main barriers for TSOs undertaking evaluation to be related to the lack of financial resources, lack of technical capability and evaluation literacy, and challenges around identifying relevant evaluation systems and outcome indicators. Key facilitating factors involved securing the appropriate support and having an organisational culture that supports evaluation, in addition to the motivation to be accountable to stakeholders. This paper has been published in Systematic Reviews. Paper 2, which focused on factors influencing the ability of TSOs to implement evidence-based interventions (EBIs), identified resource limitations, in particular staff and finance, to be the most reported barrier to TSOs implementing EBIs. Organisational culture, including factors such as alignment between the mission of the TSO and EBI, and support/prioritisation of the implementation process, were the most reported facilitators. This paper has been published in Implementation Science. Paper 3 found that public and third sector social care providers were generally more likely to be rated of high quality and of lower risk, compared to for-profit organisations, which were more likely to be rated of adequate quality and of higher risk. This paper has been published in BMJ Open. Discussion: The findings of these three studies suggest that from a regulation perspective, the large range of different activities within the third sector makes it challenging to develop policies that are appropriate to all types of TSOs. While policy-makers and academics continue to emphasise the importance of the third sector in alleviating social issues, TSOs are subject to little and insufficient guidance and support on how to evaluate and implement their services in accordance with best practice. This lack of clarity and support regarding how TSOs should adhere to best practice is problematic and may largely be at the expense of the beneficiaries; most of whom include vulnerable population groups. The findings presented in this thesis constitute a novel contribution to the knowledge-base regarding the current state of affairs in the third sector delivery of health and social care services, and also informs theories on the typology of sector. However, the findings should be interpreted with caution as a result of the study limitations, which are discussed in full. Further, the practical and policy implications identified in each paper provide an important resource for key stakeholders in terms of future strategies for regulation and improved guidance/support. As such, the findings do not just have academic relevance in terms of improving the evidence-base with regard to existing evaluation, implementation and quality practices among TSOs, but also inform practice in terms of current debates about how the needs of TSOs can be met going forward.

Published
2020

6. Barriers and Facilitators Systematic Reviews in Health: A Methodological Review and Recommendations for Reviewers

Author

Bach-Mortensen, Anders Malthe and Verboom, Ben

Abstract

Background: Systematic reviews cataloguing the barriers to and facilitators of various outcomes are increasingly popular, despite criticisms of this type of review on philosophical, methodological, and practical grounds. The aims of this review are to appraise, analyze, and discuss the reporting and synthesis practices used in recently published barriers and facilitators reviews in health services research. Methods: All English-language peer-reviewed systematic reviews that synthesized research on barriers and facilitators in a health services context were eligible for inclusion. We searched 11 databases over a 13-month period (1 November 2017-30 November 2018) using an exhaustive list of search terms for "barrier(s)," "facilitator(s)," and "systematic review." Results: One hundred reviews were included. We found a high degree of variation in the synthesis practices used in these reviews, with the majority employing aggregative (rather than interpretive) approaches. The findings echo common critiques of this review type, including concerns about the reduction of complex phenomena to simplified, discrete factors. Although several reviews highlighted the "complexity" of barriers and facilitators, this was usually not analyzed systematically. Analysis of the subsample of reviews that explicitly discussed the barriers and facilitators approach revealed some common issues. These tended to be either conceptual/definitional (eg, ideas about interrelationships and overlap between factors) and methodological/practical (eg, challenges related to aggregating heterogeneous research). Conclusion: Barriers and facilitators reviews should (a) clearly operationally define "barrier" and "facilitator," (b) explicitly describe how factors are extracted and subsequently synthesized, and (c) provide critical reflection on the contextual variability and reliability of identified factors.

Published
2020
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10. A decade of outsourcing in health and social care in England: What was it meant to achieve?

Author

Bach‐Mortensen, Anders, Goodair, Benjamin, and Corlet Walker, Christine

Subjects
*SOCIAL policy, *PUBLIC welfare policy, *HEALTH policy, *CONTRACTING out, *PUBLIC contracts
Abstract

The increased private provision of publicly funded health and social care over the last 75 years has been one of the most contentious topics in UK public policy. In the last decades, health and social care policies in England have consistently promoted the outsourcing of public services to private for‐profit and non‐profit companies with the assumption that private sector involvement will reduce costs and improve service quality and access. However, it is not clear why outsourcing often fails to improve quality of care, and which of the underlying assumptions behind marketising care are not supported by research. This article provides an analysis of key policy and regulatory documents preceding or accompanying outsourcing policies in England (e.g., policy document relating to the 2012 and 2022 Health and Social Care Acts and the 2014 Care Act), and peer‐reviewed research on the impact of outsourcing within the NHS, adult's social care, and children's social care. We find that more regulation and market oversight appear to be associated with less poor outcomes and slower growth of for‐profit provision. However, evidence on the NHS suggests that marketisation does not seem to achieve the intended objectives of outsourcing, even when accompanied with heavy regulation and oversight. Our analysis suggests that there is little evidence to show that the profit motive can be successfully tamed by public commissioners. This article concludes with how policymakers should address, or readdress, the underlying assumptions behind the outsourcing of care services. [ABSTRACT FROM AUTHOR]

Published
2024
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13. How outsourcing has contributed to England's social care crisis.

Author

Goodair, Benjamin, McManus, Adrienne, Bach-Mortensen, Anders, and Degli, Michelle

Subjects
HEALTH services accessibility, COST control, MEDICAL quality control, PROFIT, SOCIAL services, MEDICAL care, CONTRACTING out, PRIVATE sector, CRISIS intervention (Mental health services), GOVERNMENT aid, ATTITUDES of medical personnel, SOCIAL support, HEALTH equity, MEDICAL care costs
Published
2024

16. SR_cov

Author

Betthäuser, Bastian, Bach-Mortensen, Anders, and Engzell, Per

Published
2022
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18. A systematic review and meta-analysis of the impact of the COVID-19 pandemic on learning (LIEPP Working Paper, n°134)

Author

Betthäuser, Bastian A., Bach-Mortensen, Anders, and Engzell, Per

Subjects
FOS: Social sciences
Abstract

How has the COVID-19 pandemic affected learning progress among school-age children? Two years after the onset of the pandemic, a growing number of studies have addressed this question, but findings vary depending on context. We conduct a pre-registered systematic review, quality appraisal and meta-analysis of 34 studies across 12 countries to assess the magnitude of the effect of the pandemic on learning and the role of different factors in moderating this effect. We find a significant overall learning deficit early in the pandemic (Cohen's d =-0.17, 95 c.i.-0.22,-0.13), which persists over time. Forgone learning was particularly large among children from low socioeconomic backgrounds and in contexts with high excess mortality, longer school closures, and less-developed digital learning infrastructures. Future research should assess the effects of the COVID-19 pandemic in low and middle-income countries, as existing studies mainly focus on high-income countries.

Published
2022
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20. sj-pdf-1-nvs-10.1177_08997640211001448 – Supplemental material for Ownership Variation in Violated Regulations and National Care Standards: Evidence From Social Care Providers

Author

Bach-Mortensen, Anders M. and Movsisyan, Ani

Subjects
FOS: Economics and business, 160509 Public Administration, FOS: Political science, 150310 Organisation and Management Theory
Abstract

Supplemental material, sj-pdf-1-nvs-10.1177_08997640211001448 for Ownership Variation in Violated Regulations and National Care Standards: Evidence From Social Care Providers by Anders M. Bach-Mortensen and Ani Movsisyan in Nonprofit and Voluntary Sector Quarterly

Published
2021
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26. Does sector matter for the quality of care services? A secondary analysis of social care services regulated by the Care Inspectorate in Scotland

Author

Bach-Mortensen, Anders Malthe and Montgomery, Paul

Subjects
Social Work, quasi-markets, Public Sector, Quality Assurance, Health Care, Research, typology of sector, social care, quality Of care, Scotland, commissioning of care, Government Regulation, Humans, Private Sector, Health Services Research, third sector organisations, health care economics and organizations, Quality of Health Care
Abstract

Objectives Social services are increasingly commissioned to third and for-profit sector providers, but little is known about whether and how these changes influence quality indicators. We assessed quality-related outcomes across for-profit, public and third sector organisations delivering social care services. Design A secondary analysis was conducted on publically available data collected by the independent regulator of social care organisations in Scotland. All outcomes are reported as predicted probabilities derived from multivariate logistic regression coefficients. Generalised ordered logit models are utilised for the quality domains and the risk assessment score and logistic regression for whether complaints or requirements were issued to organisations. Setting Organisations inspected by the Care Inspectorate in Scotland. Population 13 310 social care organisations (eg, nursing homes and day care organisations). Primary outcomes The quality and risk domains collected by the Care Inspectorate and complaints and requirements issued to organisations within the last 3 years. Results Controlling for multiple factors, we find that public and third sector providers performed consistently and statistically significantly better than for-profit organisations on most outcomes. For example, for-profit services were the most likely to be rated as high and medium risk (6.9% and 13.2%, respectively), and the least likely to be classified as low risk (79.9%). Public providers had the highest probability of being categorised as low risk (91.1%), and the lowest probability of having their services classified as medium (6.9%) and high risk (2%), followed by third sector providers (86%, 8.5% and 4.5%, respectively). Public providers performed better than third sector providers in some outcomes, but differences were relatively low and inconsistent. Conclusion Public and third sector providers were rated considerably higher than their for-profit counterparts on most observed outcomes. Regulators might use this information to consider how social care providers across sector are incentivised to manage their resources.

Published
2019

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

Author

Zeineb, Zian, 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., Raaij, Mark J. van, 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-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, 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 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., 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, Helanterä, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, Keersmaecker, Kim de, Kristiansson, Erik, Leeuw, Frank-Erik de, 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, Inês Mendes, 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., 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, 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., 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, Nieuwerburgh, Filip van, Nilsen, Erlend B., Nobile, Clarissa J., O’Mahony, Margaret, Ohlsson, Sophie, Olatunbosun, Oluremi, Olofsson, Per, Ortiz, Alberto, Ostrikov, Kostya, Otto, Siegmar, Outeiro, Tiago F., Ouyang, Songying, Paganoni, Sabrina, Page, Andrew, Palm, Christoph, Paradies, Yin, Parsons, Michael H., Parsons, Nick, Pascal, Pigny, Paul, Elisabeth, Peckham, Michelle, Pedemonte, Nicoletta, Pellizzon, Michael A., Petrelli, M., Pichugin, Alexander, Pinto, Carlos J. 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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, Gobet, Angélique, Sadoine, Margaux L., Ontwikkelingspsychologie (Psychologie, FMG), British Lung Foundation, Brown, P, Zhou, Y, Tan, A, El-Esawi, M, Liehr, T, Blanck, O, Gladue, D, Almeida, G, Cernava, T, Sorzano, C, Yeung, A, Engel, M, Chandrasekaran, A, Muth, T, Staege, M, Daulatabad, S, Widera, D, Zhang, J, Meule, A, Honjo, K, Pourret, O, Yin, C, Zhang, Z, Cascella, M, Flegel, W, Goodyear, C, van Raaij, M, Bukowy-Bieryllo, Z, Campana, L, Kurniawan, N, Lalaouna, D, Huttner, F, Ammerman, B, Ehret, F, Cobine, P, Tan, E, Han, H, Xia, W, Mccrum, C, Dings, R, Marinello, F, Nilsson, H, Nixon, B, Voskarides, K, Yang, L, Costa, V, Bengtsson-Palme, J, Bradshaw, W, Grimm, D, Kumar, N, Martis, E, Prieto, D, Sabnis, S, Amer, S, Liew, A, Perco, P, 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Mechanisms, Pediatric surgery, APH - Methodology, ACS - Atherosclerosis & ischemic syndromes, RELISH Consortium [Member of the MPIB: Lucas Molleman], Kostrikis, Leondios G. 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Bessa, TB, Blakely, RD, Blaskovich, MAT, Boykin, LM, Butler, LM, Byrareddy, SN, Byrne, HJ, Caswell, PT, Chen, CS, Chen, DF, Chen, JT, Chen, YL, Cheng, CX, Cheng, JL, Cho, WCS, Cook, PA, Cooper, DN, Corea, EM, Crawford, SY, Cruz, AD, Cui, HJ, Culver, DC, Dahms, TES, Danielsen, HE, Davidson, SM, Day, DA, Dong, XC, Donner, CF, Drevon, CA, Duan, HL, Dwarakanath, BS, Ebell, MH, Erickson, TB, Faville, MJ, Fejzo, MS, Fox, SA, Franks, SJ, Frentiu, FD, Frilander, MJ, Fu, XM, Ganpule, AP, Gleeson, PA, Gong, HP, Gough, MJ, Graham, KE, Graves, PM, Guo, YB, Gurevich, VV, Hage, SR, Haller, DM, Han, JW, Hapuarachchi, HC, Hardingham, JE, Hew, KF, St Hilaire, C, Hu, GK, Huber, HP, Hueso, LE, Jakeman, PM, Jia, HS, Jia, SQ, Jiang, JP, Jiang, XY, Johnson, AM, Jonscher, KR, Jorens, PG, Jorgensen, JOL, Joubert, JW, Jung, SH, Junior, AM, Kamboj, SK, Kang, YK, Karp, NA, Khalaf, RA, Khalid, JM, Kijanka, GS, King, SRB, Koch, KW, Kohonen-Corish, MRJ, Korpela, KM, Kostrikis, LG, Krebsbach, PH, Kristensen, SR, 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del Tredici, AL, Udo, EE, Vandenbroucke, RE, Veiga, FH, Vesk, PA, Victor, VM, Vohl, MC, Voolstra, CR, Walsh, LJ, Wang, AY, Wen, JC, White, EP, Wojan, TR, Wong, BM, Wu, TW, Xiao, XS, Xu, JW, Xu, JP, Yang, EC, Yang, SQ, Ye, YZ, Ye, ZQ, Yuan, GC, Yuh, CH, Zhang, YK, Zhang, YS, Zhang, ZY, Aanei, CM, Atack, JM, Biedermann, PHW, den Bos, W, Boudreau, SA, Bramoweth, AD, Cao, ZX, Cheng, SQ, Chung, HJ, Chavez-Fumagalli, MA, Costa, BM, Dean, LT, Denzel, MS, Dlamini, SV, Dudley, KJ, Emmrich, JV, Eustace, AJ, Falter-Wagner, CM, Gao, JZ, Gill, MR, Grundle, DS, Ikonomopoulou, MP, Johnson, DM, Kaye, LK, Khan, MM, Kim, YM, Kish, JK, Kugler, JM, Lauschke, VM, Li, BL, Lim, CJ, Liu, XD, Lu, JJ, McGarrigle, CA, Mondal, SR, Van de Mortel, T, Moss, WN, Moultos, OA, Neumann, PA, Nie, JY, Nie, YJ, Oldenmenger, WH, Ou, JH, Pearce, SP, Pelleri, MC, Pereira, JL, Pinto, KA, Podolsky, IM, Qi, DC, Qi, XS, Raikou, VD, Rotge, JY, Rowe, AD, Schuon, RA, Smout, MJ, Song, CJ, Srivastava, RK, Tai, CNP, Tao, WY, Tian, CF, 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Univ Calif Irvine, Univ Hosp Leuven, Chongqing Med Univ, Childrens Hosp Kings Daughters, China Three Gorges Univ, and Xiangtan Univ

Subjects
Technology and Engineering, SCIENTIFIC SEARCH, Expert-curated database, Biokemia, solu- ja molekyylibiologia - Biochemistry, cell and molecular biology, Databases, RElevant LIterature SearcH consortium, Medicine and Health Sciences, Biomedical research, benchmarking, Biology, GeneralLiterature_REFERENCE(e.g.,dictionaries,encyclopedias,glossaries), Settore MED/42 - IGIENE GENERALE E APPLICATA, database, Computer. Automation, Science & Technology, 0804 Data Format, relisch, Scientific research in health sciences, Mathematics and Statistics, litearture search, relisch , database, biomedical research, Biomedical literature, Original Article, RELISH, Mathematical & Computational Biology, RECOMMENDER-SYSTEMS, Life Sciences & Biomedicine, Mathematics, 0807 Library and Information Studies
Abstract

Made available in DSpace on 2020-12-11T01:57:28Z (GMT). No. of bitstreams: 0 Previous issue date: 2019-10-29 Griffith University Gowonda HPC Cluster Queensland Cyber Infrastructure Foundation 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. 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Montpellier, CNRS, Inst Human Genet, Montpellier, France Czech Acad Sci, Inst Organ Chem & Biochem, Prague, Czech Republic CSIC, Natl Ctr Biotechnol CNB, Computat Syst Biol Grp, Madrid, Spain Natl Cheng Kung Univ, Dept Biochem & Mol Biol, Tainan, Taiwan Harvard Med Sch, Schepens Eye Res Inst, Ophthalmol, Boston, MA 02115 USA Lanzhou Univ, Hosp 2, Dept Gen Surg, Lanzhou, Gansu, Peoples R China Univ Technol Sydney, Sch Life Sci, Sydney, NSW, Australia JT Chen Clin, Gynecol, Tokyo, Japan Univ Western Australia, Sch Agr & Environm, Perth, WA, Australia Beijing Normal Univ, Fac Geog Sci, Beijing, Peoples R China Univ Missouri, Elect Engn & Comp Sci, Columbia, MO USA Vrije Univ Amsterdam Med Ctr, Amsterdam Publ Hlth Res Inst, Dept Publ & Occupat Hlth, Amsterdam, Netherlands Semmelweis Univ, Med Biochem, Budapest, Hungary Queen Elizabeth Hosp, Dept Clin Oncol, Hong Kong, Peoples R China Univ Pittsburgh, Chem, Pittsburgh, PA USA GB Pant Inst Post Grad Med Educ & Res, Neurol, New Delhi, India Univ Copenhagen, Vet & Anim Sci, Copenhagen, Denmark Univ Palermo, Biomed Dept Internal & Specialist Med DIBIMIS, Sect Endocrinol, Palermo, Italy UCL, NPP, London, England Univ Florida, Microbiol & Cell Sci, Gainesville, FL USA Univ Salford, Sch Hlth Sci, Manchester, Lancs, England Cardiff Univ, Inst Med Genet, Cardiff, S Glam, Wales INSERM, ICO Canc Ctr, Angers, France Univ Colombo, Fac Med, Microbiol, Colombo, Sri Lanka Beijing Univ Chinese Med, Sch Chinese Mat Med, Beijing, Peoples R China Univ Porto, Fac Pharm, Porto, Portugal Univ Nottingham, Div Primary Care, Nottingham, England Univ Illinois, Pharm Syst Outcomes & Policy, Chicago, IL USA Pontificia Univ Catolica Goias, Escola Ciencias Agr & Biol, Goiania, Go, Brazil China Japan Friendship Hosp, Dept Oncol, Beijing, Peoples R China Boston Univ, Chem, Boston, MA 02215 USA Amer Univ, Environm Sci, Washington, DC 20016 USA Carleton Univ, Neurosci, Ottawa, ON, Canada Univ Regina, Chem & Biochem, Regina, SK, Canada Univ Montreal, Microbiolgy, Montreal, PQ, Canada Univ Leicester, Dept Genet & Genome Biol, Leicester, Leics, England Univ Queensland, Sch Agr & Food Sci, Gatton, Qld, Australia CNRS, BIOM, Paris, France UCL, Hatter Cardiovasc Inst, London, England Flinders Univ S Australia, Sci & Engn, Adelaide, SA, Australia Univ Warwick, Engn, Coventry, W Midlands, England Katholieke Univ Leuven, Ctr Human Genet, Leuven, Belgium Fudan Univ, Dept Macromol Sci, Shanghai, Peoples R China Dokuz Eylul Univ, Biol Educ, Izmir, Turkey Indiana Univ Sch Med, Dept Biochem & Mol Biol, Indianapolis, IN 46202 USA Mondo Med, Pulm Dis, Borgomanero, Italy US Naval, Res Lab, Ctr Bio Mol Sci & Engn, Washington, DC USA Univ Oslo, Inst Basic Med Sci, Dept Nutr, Oslo, Norway Peking Univ, Dept Mech & Engn Sci, Beijing, Peoples R China Saarland Univ, Dept Pharm Pharmaceut & Med Chem, Saarbrucken, Germany INSERM, Natl Inst Hlth & Med Res, Skin Res Inst, Paris, France Shanghai Proton & Heavy Ion Ctr, Res & Dev, Shanghai, Peoples R China Univ Georgia, Epidemiol, Athens, GA 30602 USA Univ Freiburg, Med Ctr, Dept Plast & Hand Surg, Freiburg, Germany Sidra Med, Res, Doha, Qatar Rostock Univ, Med Ctr, Dept Oral Maxillofacial & Plast Surg, Rostock, Germany Harvard Med Sch, Brigham & Womens Hosp, Emergency Med, Boston, MA 02115 USA AgResearch, Forage Sci, Palmerston North, New Zealand Univ Calif Los Angeles, Med, Los Angeles, CA USA Arizona State Univ, Biodesign Inst, Virginia G Piper Ctr Personalized Diagnost, Tempe, AZ USA Sheffield Hallam Univ, Res Inst, Mat & Engn, Sheffield, S Yorkshire, England Aneurin Bevan Univ Healthboard, Resp Med, Newport, Shrops, England Univ Calif San Francisco, Neurol Surg, San Francisco, CA 94143 USA Univ Western Australia, UWA Dent Sch, Perth, WA, Australia Fordham Univ, Biol Sci, Bronx, NY 10458 USA Univ Helsinki, Inst Biotechnol, Helsinki, Finland Fujian Normal Univ, Coll Life Sci, Fuzhou, Fujian, Peoples R China Univ Fukui, Dept Frontier Fiber Technol & Sci, Fukui, Japan Univ Southampton, Fac Med, Clin & Expt Sci, Southampton, Hants, England Univ Urbino, Dept Biomol Sci, Urbino, Italy Osped San Luigi, Allergol Unit, Turin, Italy Muljibhai Patel Urol Hosp, Dept Urol, Nadiad, Gujarat, India Univ Granada, Stratig & Paleontol, Granada, Spain Massey Univ, Sch Vet Sci, Auckland, New Zealand CNR, High Performance Comp & Networking Inst, Naples, Italy Univ Childrens Hosp Zurich, Div Metab, Zurich, Switzerland Univ Childrens Hosp Zurich, Childrens Res Ctr, Zurich, Switzerland Univ Melbourne, Biochem & Mol Biol, Parkville, Vic, Australia Inst Pasteur, Leptospirosis Res & Expertise Unit, Noumea, New Caledonia Tsinghua Univ, Sch Life Sci, Beijing, Peoples R China Cheikh Anta Diop Univ UCAD, Sci Fac, Biol Anim Dept, Dakar, Senegal Providence Portland Med Ctr, Earle A Chiles Res Inst, Portland, OR USA Agr & Agri Food Canada, Lacombe Res & Dev Ctr, Lacombe, AB, Canada Alberta Innovates, Performance Management & Evaluat, Edmonton, AB, Canada Univ Malaga, CSIC, Inst Hortofruticultura Subtrop Mediterranea La Ma, IHSM,UMA, Malaga, Spain James Cook Univ, Coll Publ Hlth Med & Vet Sci, Cairns, Qld, Australia European Commiss, Joint Res Ctr, Ispra, Italy Univ Montpellier, Montpellier, France CSIRO, Floreat, WA, Australia Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Guangzhou, Guangdong, Peoples R China Vanderbilt Univ, Pharmacol, 221 Kirkland Hall, Nashville, TN 37235 USA RIKEN, KFU RIKEN Translat Genom Unit, Yokohama, Kanagawa, Japan Univ Tubingen, Neurobiol Vocal Commun, Tubingen, Germany Univ Colorado, UCCS Ctr Biofrontiers Inst, Colorado Springs, CO 80907 USA Fred Hutchinson Canc Ctr, Div Basic Sci, Seattle, WA USA Univ Geneva, Fac Med, Primary Care Unit, Geneva, Switzerland Ernst Moritz Arndt Univ Greifswald, Dept Mol Genet & Infect Biol, Greifswald, Germany East China Univ Sci & Technol, Dept Fine Chem, Shanghai, Peoples R China Ohio State Univ, Surg, Columbus, OH 43210 USA Oragenics, R&D, Tampa, FL USA Natl Environm Agcy, Environm Hlth Inst, Singapore, Singapore Friedrich Loeffler Inst, Inst Diagnost Virol, Greifswald, Germany Queen Elizabeth Hosp, Oncol, Woodville, SA, Australia USDA, Emerging Pests & Pathogens Res Unit, Ithaca, NY USA Univ Freiburg, Med Ctr, Dept Neurosurg, Epilepsy Ctr, Freiburg, Germany Univ Hong Kong, Fac Educ, Informat & Technol Studies, Hong Kong, Peoples R China Univ Tokyo, Grad Sch Agr & life Sci, Agr & Environm Biol, Tokyo, Japan Univ Pittsburgh, Dept Med, Pittsburgh Heart Lung & Blood Vasc Med Inst, Pittsburgh, PA USA Guys & St Thomas NHS Fdn Trust, Directorate Transplant Renal & Urol, London, England Univ Sarajevo, Clin Ctr, Clin Heart Blood Vessel & Rheumat Dis, Sarajevo, Bosnia & Herceg Univ Kent, Sch Math Stat & Actuarial Sci, Canterbury, Kent, England Tokyo Inst Technol, Dept Life Sci & Technol, Tokyo, Japan Univ Appl Sci Munich, Laser Ctr Dept Appl Sci & Mechatron, Munich, Germany CIC NanoGUNE, Nanodevices, San Sebastian, Spain Vrije Univ Amsterdam Med Ctr, Gynaecol, Amsterdam, Netherlands Cardiff Univ, Med Sch, Div Populat Med, Cardiff, S Glam, Wales Karolinska Inst, Dept Med, Solna, Sweden Natl Inst Genet, Ctr Informat Biol, Mishima, Shizuoka, Japan Murdoch Univ, Harry Perkins Inst Med Res, Perth, WA, Australia Univ Limerick, Phys Educ & Sport Sci, Limerick, Ireland Ruhr Univ Bochum, Campus Clin Gynecol, Univ Str, Bochum, Germany Southwest Med Univ, Sch Publ Hlth, Epidemiol & Biostat, Luzhou, Sichuan, Peoples R China Beijing Canc Hosp, Minist Educ Beijing, Key Lab Carcinogenesis & Translat Res, Ctr Mol Diagnost, Beijing, Peoples R China Chinese Acad Sci, Chengdu Inst Biol, Herpetol Dept, Chengdu, Sichuan, Peoples R China Key Lab Nano Biol Effects & Safety, Beijing, Peoples R China NIBR, PK Sci, Basel, Switzerland Daejeon St Marys Hosp, Pain Ctr, Daejeon, South Korea Univ Western Ontario, Sch Hlth Studies, London, ON, Canada Univ Aberdeen, Hlth Psychol Grp, Aberdeen, Scotland Univ Colorado, Anesthesiol, Anschutz Med Campus, Boulder, CO 80309 USA Univ Antwerp, UZA Antwerp Univ Hosp, Crit 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Res Ctr, Stem Cell & Regenerat Med, Riyadh, Saudi Arabia Univ Bahri, Ind Pulp & Paper, Khartoum, Sudan Univ Queensland, Mater Med Res Inst, Mater Res Inst, Brisbane, Qld, Australia Colorado State Univ, NREL, Ft Collins, CO 80523 USA Rzeszow Univ Hosp, Ob Gyn Dept, Rzeszow, Poland Univ Leeds, Fac Biol Sci, Leeds, W Yorkshire, England Massachusetts Gen Hosp, Endocrine Unit, Boston, MA 02114 USA Carl von Ossietzky Univ Oldenburg, Neurosci, Oldenburg, Germany UNSW, St George & Sutherland Clin Sch, Microbiome Res Ctr, Sydney, NSW, Australia NYU, Sch Med, Dept Biochem, New York, NY 10016 USA NYU, Sch Med, Dept Mol Pharmacol, New York, NY USA Univ Mississippi, Med Ctr, Med Infect Dis, Jackson, MS 39216 USA Tampere Univ, Fac Social Sci Psychol, Tampere, Finland Univ Cyprus, Dept Biol Sci, Nicosia, Cyprus Goethe Univ, Inst Med Microbiol & Infect Control, Frankfurt, Germany Charite Med Univ Berlin, Inst Radiol, Berlin, Germany Univ Cologne, Univ Hosp Cologne, Internal Med 1, Cologne, Germany Univ Calif Los Angeles, Sch Dent, Sect Periodont, Los Angeles, CA 90024 USA Aalborg Univ Hosp, Dept Clin Biochem, Aalborg, Denmark Manipal Acad Higher Educ, Pharm Practice, Manipal, Karnataka, India Univ Tokyo, Inst Med Sci, Dept Radiol, Tokyo, Japan Cukurova Univ, Family Med, Fac Med, Adana, Turkey Catholic Univ Korea, Coll Med, Dept Humanities & Social Med, Seoul, South Korea Univ Ghent, Food Technol Safety & Hlth, Ghent, Belgium UNSW Sydney, Sch Biol Earth & Environm Sci BEES, Sydney, NSW, Australia St Vincent Shoulder & Sports Clin, Res Unit, Vienna, Austria Cornell Univ, Biomed Engn, Ithaca, NY USA Leibniz Inst Plant Genet & Crop Plant Res IPK, Res Grp Bioinformat & Informat Technol, Gatersleben, Germany Univ Europea Madrid, Sch Doctoral Studies, Madrid, Spain CSIRO Mfg, Biomed Mfg, Melbourne, Vic, Australia Depaul Univ, Biol Sci, Chicago, IL 60604 USA Konkuk Univ, Dept Anim Sci & Technol, Seoul, South Korea Chang Gung Univ, Grad Inst Med Mechatron, Taoyuan, Taiwan Korea Univ, Coll Med, Psychiat, Seoul, South Korea Princeton Univ, Chem, Princeton, NJ 08544 USA Henan Univ Chinese Med, Henan Key Lab Chinese Med Resp Dis, Zhengzhou, Henan, Peoples R China Univ Med Ctr Mainz, Dept Psychiat & Psychotherapy, Mainz, Germany Monash Univ Malaysia, Sch Sci, Selangor, Malaysia Univ Mississippi, Med Ctr, Physiol & Biophys, Jackson, MS 39216 USA Univ Oslo, Dept Transplantat Med, Oslo, Norway Sichuan Agr Univ, Triticeae Res Inst, Yaan, Sichuan, Peoples R China Guangzhou Univ Chinese Med, Gastroenterol, Guangzhou, Guangdong, Peoples R China Southeast Univ, Sch Biol Sci & Med Engn, Suzhou, Jiangsu, Peoples R China Mt Allison Univ, Biol, Sackville, NB, Canada Ithaca Coll, Biol, Ithaca, NY 14850 USA Univ Cagliari, Dept Med Sci & Publ Hlth, Monserrato, Italy Univ Vienna, Chromosome Biol, Vienna, Austria Univ Zurich, Nephrol, Zurich, Switzerland Friedrich Schiller Univ, Inst Nutr Sci, Jena, Germany UNSW Sydney, Grad Sch Biomed Engn, Sydney, NSW, Australia Tulane Univ, Sch Med, Biochem & Mol Biol, 1430 Tulane Ave, New Orleans, LA 70112 USA NINDS, NIH, Bldg 36,Rm 4D04, Bethesda, MD 20892 USA NIH, NCBI, Natl Lib Med, Bldg 10, Bethesda, MD 20892 USA LOreal Res & Innovat, Aulnay Sous Bois, France Lund Univ, Dept Psychol, Malmo, Sweden Catholic Univ Louvain, Inst Rech Expt & Clin, Brussels, Belgium Georgia State Univ, Neurosci Inst, Atlanta, GA 30303 USA Univ Melbourne, Ophthalmol, Surg, Parkville, Vic, Australia Univ Western Australia, Ctr Ophthalmol & Visual Sci, Perth, WA, Australia Iran Univ Med Sci, Med Phys, Fac Med, Tehran, Iran Salk Inst Biol Studies, Cellular Neurobiol, La Jolla, CA USA Imperial Coll London, Fibrosis Res Grp, London, England Univ Texas MD Anderson Canc Ctr, Genitourinary Med Oncol, Houston, TX 77030 USA Univ Liege, GIGA Neurosci, Liege, Belgium Univ Crete, Sch Med, Urol, Iraklion, Greece Flinders Univ S Australia, Flinders Med Ctr, Dept Clin Pharmacol, Adelaide, SA, Australia Max Planck Inst Immunobiol & Epigenet, Bioinformat, Breisgau, Germany Cardiff Univ, Sch Psychol, Cardiff, S Glam, Wales Imperial Coll London, Chem Engn, London, England Lund Univ, Skane Univ Hosp, Clin Sci, Malmo, Sweden Sahlgrens Acad, Inst Clin Sci, Dept Mol & Clin Med, Gothenburg, Sweden Univ Cent Lancashire, Sch Pharm & Biomed Sci, Preston, Lancs, England Hosp Univ Doctor Peset, Psychiat & Clin Psychol, Valencia, Spain Ctr Biol Mol Severo Ochoa, Genome Dynam & Funct, Madrid, Spain Unvivers Hosp Lille, Dept Intens Care, Lille, France Kansai Med Univ, Surg, Osaka, Japan Univ Toulouse, Inst Natl Polytech Toulouse, Ecole Natl Super Agron Toulouse, Lab Genom & Biotechnol Fruit, Toulouse, France UiT Arctic Univ Norway, Inst Psychol, Tromsto, Norway Queens Univ, Ctr Publ Hlth, Belfast, Antrim, North Ireland Univ Manchester, Ctr Primary Care & Hlth Serv Res, Manchester, Lancs, England Griffith Univ, Menzies Hlth Inst, Gold Coast, Qld, Australia Anglia Ruskin Univ, FHSCE, Cambridge, England Univ Lleida, Dept Expt Med, Lleida, Spain NIEHS, Biomol Screening Branch, Div Natl Toxicol Program, POB 12233, Res Triangle Pk, NC 27709 USA Albany Med Coll, Immunol & Microbial Dis, Albany, NY 12208 USA Univ Queensland, Queensland Brain Inst, Brisbane, Qld, Australia Univ Kent, Sch Biosci, Canterbury, Kent, England Univ Bourgogne Franche Comte, INSERM, LNC, UMR 1231, Besancon, France Ritsumeikan Univ, Coll Life Sci, Dept Biotechnol, Shiga, Japan Kent State Univ, Biol Sci, Kent, OH 44242 USA Natl Inst Infect Dis, Dept Safety Res Blood & Biol Prod, Tokyo, Japan European Inst Marine Studies, Lab Microbiol Extreme Environm, Plouzane, France Univ Iowa, Dept Pharmacol, Roy J & Lucille A Carver Coll Med, Iowa City, IA 52242 USA Natl Univ Singapore, Biol Sci, Singapore, Singapore Conservatoire Natl Arts & Metiers, Lab GBA, EA4627, Paris, France Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USA Lomonosov Moscow State Univ, Belozersky Inst Physicochem Biol, Moscow, Russia Jikei Univ, Sch Med, Dept Mol Biol, Tokyo, Japan Univ South Wales, Genom & Computat Biol, Treforest, Wales Duke Univ, Med Ctr, Obstet & Gynecol, Durham, NC USA Univ Technol Sydney, Climate Change Cluster, Sydney, NSW, Australia Nagoya Univ, Grad Sch Med, Dept Radiol, Nagoya, Aichi, Japan Western Sydney Univ, Sch Sci & Hlth, Sydney, NSW, Australia TEI Epirus, Dept Speech & Language Therapy, Ioannina, Greece Indiana Univ Purdue Univ, Orthopaed Surg, Indianapolis, IN 46202 USA Oniris, Vet Pathol, Nantes, France Royal Vet Coll, Pathobiol & Populat Sci, Hatfield, Herts, England Univ Ghent, Lab Pharmaceut Biotechnol, Ghent, Belgium Norwegian Inst Nat Res, Terr Ecol, Trondheim, Norway Univ Calif Merced, Mol & Cell Biol, Merced, CA USA Univ Dublin, Trinity Coll Dublin, Sch Engn, Ctr Transport Res, Dublin, Ireland Lund Univ, Inst Clin Sci, Nephrol, Malmo, Sweden Univ Birmingham, Mech Engn, Birmingham, W Midlands, England Lund Univ, Inst Clin Sci, OB GYN, Lund, Sweden Fdn Jimenez Diaz Hosp, Nephrol & Hypertens, Madrid, Spain Queensland Univ Technol, Sch Chem Phys & Mech Engn, Brisbane, Qld, Australia Otto von Guericke Univ, Psychol, Magdeburg, Germany Univ Med Ctr Gottingen, Dept Expt Neurodegenerat, Gottingen, Germany Harvard Med Sch, Spaulding Rehabil Hosp, Phys Med & Rehabil, Boston, MA 02115 USA Quadram Inst Biosci, Sci Operat, Norwich, Norfolk, England Ostbayer Tech Hsch Regensburg OTH Regensburg, Regensburg Med Image Comp ReMIC, Regensburg, Germany Deakin Univ, Fac Arts & Educ, Melbourne, Vic, Australia Univ Warwick, Warwick Med Sch, Coventry, W Midlands, England INSERM, Natl Inst Hlth & Med Res, Biochem & Mol Biol, Paris, France Univ Liege, Tax Inst, Liege, Belgium Univ Leeds, Sch Mol & Cellular Biol, Leeds, W Yorkshire, England IRCCS Ist Giannina Gaslini, UOC Genet Med, Genoa, Italy Res Diets Inc, Sci, New Brunswick, NJ USA Univ Perugia, Dept Phys & Geol, Perugia, Italy Walter Reed Natl Mil Med Ctr, Cellular Immunol, Bethesda, MD USA Univ Fed Santa Catarina, Biol Sci Ctr, Microbiol Immunol & Parasitol Dept, Florianopolis, SC, Brazil Univ Edinburgh, Royal Infirm, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland Orion Pharma, Crit Care Proprietary Prod Div, Espoo, Finland MIT, Dept Civil & Environm Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA Univ Turin, Dept Vet Sci, Turin, Italy Univ G dAnnunzio, Dept Psychol Hlth & Territorial Sci, Chieti, Italy NYU, Sch Med, OB GYN, New York, NY USA Univ Glasgow, Inst Cardiovasc & Med Sci, Glasgow, Lanark, Scotland Univ Turku, Dept Biol, Turku, Finland Tech Univ Berlin, Bioanalyt, Berlin, Germany Univ Goettingen, Inst Phys Biophys 3, Gottingen, Germany Univ Texas MD Anderson Canc Ctr, Inst Appl Canc Sci, Translat Res Adv Therapeut & Innovat Oncol TRACTI, Houston, TX 77030 USA Univ Liege, Life Sci, Liege, Belgium Tarbiat Modares Univ, Fac Med Sci, Dept Toxicol, Tehran, Iran ARS, USDA, Stoneville, MS USA Univ Regensburg, RCI Regensburg Ctr Intervent Immunol, Regensburg, Germany Univ Nottingham, Sch Psychol, Nottingham, England NIH, Pathol Lab, Bethesda, MD 20892 USA Univ Carlos III Madrid, Elect Engn, Madrid, Spain Inst Med Mol, Chem Biol, Lisbon, Portugal Univ Costa Rica, CIET, San Jose, Costa Rica Univ Stavanger, Fac Hlth Sci, Stavanger, Norway Erasmus MC, Urol, Rotterdam, Netherlands Univ Edinburgh, Sch Biol Sci, Edinburgh, Midlothian, Scotland German Res Ctr Environm Hlth GmbH, Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol IBIS, Ingolstadter Landstr 1, D-85764 Neuherberg, Germany Leiden Univ, Huygens Kamerlingh Onnes Lab, Leiden, Netherlands Univ Vienna, Nutr Sci, Vienna, Austria Kolling Inst Med Res, Med, St Leonards, NSW, Australia Johns Hopkins Sch Med, Biol Chem, Baltimore, MD USA Univ Montreal, Med Nutr & Microbiome Lab, Montreal, PQ, Canada GlaxoSmithKline, Cell & Gene Therapy, Stevenage, Herts, England Univ Trieste, Life Sci, Trieste, Italy Rhein Westfal TH Aachen, Dept Radiol, Aachen, Germany Univ Duisburg Essen, Univ Hosp Essen, West German Canc Ctr, Dept Med Oncol, Essen, Germany Med Univ Vienna, Obstet & Gynecol, Vienna, Austria FHI 360, Social & Behav Hlth Sci Div, Washington, DC USA KU Leuven VIB, Switch Lab, Leuven, Belgium Bielefeld Univ, Fac Technol, Bielefeld, Germany Capital Med Univ, Beijing Shijitan Hosp, Dept Clin Nutr, Dept Gastrointestinal Surg, Beijing, Peoples R China Meiji Univ, Dept Agr Chem, Kawasaki, Japan Yonsei Univ, Coll Med, Microbiol, Seoul, South Korea Johnson & Johnson EAME, Maidenhead, Berks, England Penn State Coll Med, Pediat, Hershey, PA USA Univ N Carolina, Dept Social Med, Chapel Hill, NC 27515 USA Univ Western Australia, ARC CoE Plant Energy Biol, Perth, WA, Australia Wageningen Univ, Div Human Nutr & Hlth, Wageningen, Netherlands Kings Coll London, Dept Neuroimaging, London, England Univ Murcia, Biochem & Mol Biol, Murcia, Spain Old Dominion Univ, Dept Biol Sci, Norfolk, VA 23529 USA Monash Univ, Biochem & Mol Biol, Melbourne, Vic, Australia Chinese Acad Sci, Inst Genet & Dev Biol, Beijing, Peoples R China Univ Pittsburgh, Pharmacol & Chem Biol, Pittsburgh, PA USA Univ Lausanne, Ctr Integrat Genom, Lausanne, Switzerland Univ Queensland, Sch Pharm, Brisbane, Qld, Australia Leibniz Inst Plant Genet & Crop Plant Res IPK Gat, Genebank, Gatersleben, Germany Piramal Imaging, Res & Dev, Berlin, Germany Univ Leeds, Civil Engn, Leeds, W Yorkshire, England Univ Missouri, Chem & Biochem, St Louis, MO 63121 USA US Geol Survey, Coastal & Marine Geol Program, Pacific Coastal & Marine Sci Ctr, Santa Cruz, CA USA Ajinomoto Genet Res Inst, Moscow, Russia Jagiellonian Univ, Fac Biochem Biophys & Biotechnol, Dept Plant Biotechnol, Krakow, Poland Univ Puerto Rico, Engn Sci & Mat, Mayaguez, PR USA Univ Regina, Dept Chem & Biochem, Regina, SK, Canada Argonne Natl Lab, Ctr Nanoscale Mat, 9700 S Cass Ave, Argonne, IL 60439 USA Univ Sunshine Coast, Sunshine Coast Mind & Neurosci Thompson Inst, Sippy Downs, Qld, Australia Chinese Peoples Liberat Army Gen Hosp, Dept Gastroenterol & Hepatol, Beijing, Peoples R China Griffith Univ, Griffith Ctr Social & Cultural Res, Gold Coast, Qld, Australia Tohoku Univ, Inst Dev Aging Canc, Dept Mol Oncol, Sendai, Miyagi, Japan Indiana Univ, Comp Sci, Bloomington, IN USA Fukushima Med Univ, Sch Med, Dept Pulm Med, Fukushima, Japan MEDIVIR AB, Biol, Huddinge, Sweden Western Sydney Univ, Neuroimmunol, Sydney, NSW, Australia Univ Jordan, Nutr & Food Technol, Amman, Jordan Thunen Inst Forest Genet, Fed Res Ctr Rura Areas Forestry & Fisheries, Inst Biodivers, Grosshansdorf, Germany Univ Edinburgh, Inst Cell Biol, Edinburgh, Midlothian, Scotland Univ Edinburgh, Ctr Integrat Physiol, Edinburgh, Midlothian, Scotland Univ Toronto, Struct Genom Consortium, Toronto, ON, Canada Canadian Mem Chiropract Coll, Grad Educ & Res, Toronto, ON, Canada Agilent Technol, R&D, Leuven, Belgium Univ British Columbia, Sch Nursing, Vancouver, BC, Canada Monash Univ, Monash Hlth, Sch Clin Sci, Stroke & Ageing Res,Dept Med, Melbourne, Vic, Australia French Natl Canc Inst, Innovat, Transfer, Biol, Boulogne, France Ludwig Maximilians Univ Munchen, Phys Chem, NanoBioSci, Munich, Germany Bandung Inst Technol, Sch Pharm, Med Chem, Bandung, Indonesia Univ Luxembourg, Life Sci Res Unit, Luxembourg, Luxembourg Lund Univ, Skane Univ Hosp, Dept Gastroenterol, Malmo, Sweden Millennium Hlth, Translat Genet, San Diego, CA USA Aristotle Univ Thessaloniki, Med Dept 2, Clin Res & Evidence Based Med Unit, Thessaloniki, Greece Jan Kochanowski Univ Humanities & Sci, Piotrkow Trybunalski Branch, Dept Psychol, Kielce, Poland McMaster Univ, Engn Phys, Hamilton, ON, Canada Marche Polytech Univ, Dept Agr Food & Environm Sci, Ancona, Italy Kuwait Univ, Fac Med, Microbiol, Kuwait, Kuwait Fujita Hlth Univ, Dept Breast Surg, Toyoake, Aich, Japan North West Reg Spinal Injuries Ctr, Spinal Injuries Ctr, Southport, Merseyside, England Luxembourg Inst Hlth, Competence Ctr Methodol & Stat, Luxembourg, Luxembourg Nestle Inst Hlth Sci SA, Metab Hlth, Ecublens, Vaud, Switzerland Ctr Inflammat Res VIB, Ghent, Belgium Univ Ghent, Dept Biomed Mol Biol, Ghent, Belgium Univ Lisbon, Inst Educ, Curriculo Formacao Prof & Tecnol, Lisbon, Portugal Univ Edinburgh, Ctr Inflammat Res, Edinburgh, Midlothian, Scotland Univ Melbourne, Sch BioSci, Parkville, Vic, Australia Northumbria Univ, Comp & Informat Sci, Newcastle Upon Tyne, Tyne & Wear, England Univ Valencia, Endocrinol, Valencia, Spain INRS, Inst Armand Frappier, Laval, PQ, Canada Univ Laval, INAF, Sch Nutr, Quebec City, PQ, Canada Univ Konstanz, Dept Biol, Constance, Germany Univ Cote dAzur, LAMHESS, Nice, France Scion, Syst Ecol, Christchurch, New Zealand CUNY, Grad Sch Publ Hlth & Hlth Policy, Epidemiol & Biostat, New York, NY 10021 USA Univ Queensland, Sch Dent, Brisbane, Qld, Australia George Inst Global Hlth, Renal & Metab Div, Sydney, NSW, Australia Wuhan Univ, Coll Chem & Mol Sci, Wuhan, Hubei, Peoples R China Griffith Univ, Sch Environm & Sci, Gold Coast, Qld, Australia Univ Minnesota, Radiat Oncol, Minneapolis, MN USA Goethe Univ, Fac Med, Frankfurt, Germany Natl Yunlin Univ Sci & Technol, Dept & Grad Sch Safety & Environm Engn, Touliu, Yunlin, Taiwan Massey Univ, Sch Sport Exercise & Nutr, Auckland, New Zealand Univ Florida, Wildlife Ecol & Conservat, Gainesville, FL USA Bournemouth Univ, Dept Psychol, Poole, Dorset, England Robert Koch Inst, Project Grp P2, Berlin, Germany Univ Edinburgh, MRC Inst Genet & Mol Med, Edinburgh, Midlothian, Scotland Univ Basel, Biozentrum, Basel, Switzerland Univ Wollongong, Sch Med, Wollongong, NSW, Australia Univ Cologne, Inst Human Genet, Cologne, Germany Rural Econ Branch, Econ Res Serv, Washington, DC USA Uivers Bordeaux, CNRS, Inst Neurosci Cognit & Integrat Aquitaine, Bordeaux, France Univ Calif Riverside, Dept Chem & Environm Engn, Riverside, CA 92521 USA Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA Mackay Med Coll, Dept Med, New Taipei, Taiwan Univ Bern, Div Anim Welf, Bern, Switzerland Oregon Hlth & Sci Univ, Dept Physiol & Pharmacol, Portland, OR 97201 USA Shanghai Univ Tradit Chinese Med, Inst Interdisciplinary Med Sci, Shanghai, Peoples R China McMaster Univ, Biol, Hamilton, ON, Canada Univ S Florida, Dept Cell Biol Microbiol & Mol Biol, Tampa, FL USA Hacettepe Univ, Inst Canc, Med Oncol, Ankara, Turkey City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China Natl Taiwan Univ, Dept Entomol, Taipei, Taiwan Chinese Acad Agr Sci, Inst Environm & Sustainable Dev Agr, Ecol Secur, Beijing, Peoples R China Florida State Univ, Inst Mol Biophys, Chem & Biochem, Tallahassee, FL USA Peking Univ, Shenzhen Grad Sch, State Key Lab Chem Oncogen, Lab Computat Chem & Drug Design, Shenzhen, Peoples R China Univ Helsinki, Fac Pharm, Div Pharmaceut Chem & Technol, Drug Res Program, Helsinki, Finland Tohoku Univ, Microbial Biotechnol, Sendai, Miyagi, Japan Tianjin Med Univ, Sch Basical Med Sci, Dept Pharmacol, Tianjin, Peoples R China Dana Farber Canc Inst, Biostat & Computat Biol, Boston, MA 02115 USA Natl Hlth Res Inst, Inst Mol & Genom Med, Zhunan, Taiwan Univ Oxford, Physiol Anat & Genet, Oxford, England George Washington Univ, Phys, Washington, DC USA Univ Nebraska, Sch Biol Sci, Lincoln, NE USA Toronto Gen Hosp, Res Inst, Dept Lab Med & Pathobiol, Toronto, ON, Canada Univ Texas Dallas, Biol Sci, Richardson, TX 75083 USA NYU, Dept Chem, New York, NY USA Shandong Univ, Sch Math & Stat, Jinan, Shandong, Peoples R China Univ Sci & Technol China, Hefei Natl Lab Phys Sci Microscale, Hefei, Anhui, Peoples R China Purdue Univ, Med Chem & Mol Pharmacol, W Lafayette, IN 47907 USA NIBSC, Adv Therapies, Ridge, Herts, England Shanghai Jiao Tong Univ, Ruijin Hosp, Dept Pulm & Crit Care Med, Shanghai, Peoples R China Charite Med Univ Berlin, Dermatol & Allergy, Berlin, Germany Univ Hosp St Etienne, Hematol, St Etienne, France Inland Norway Univ Appl Sci, Inst Biotechnol, Elverum, Norway Univ Jordan, Pediat, Amman, Jordan Inst Pasteur, Mol Mycol Unit, Paris, France Cardiff Univ, Sch Med, Inst Psychol Med & Clin Neurosci, Med Res Council Ctr Neuropsychiat Genet & Genom, Cardiff, S Glam, Wales Zurich Univ Appl Sci, Social Work, Zurich, Switzerland Jawaharlal Nehru Univ, Sch Life Sci, New Delhi, India Univ Burgundy Franche Comte, LE2I, Dijon, France Univ Roehampton, Life Sci, London, England Ghent Univ Hosp, Gen & HPB Surg, Ghent, Belgium Univ Wurzburg, Insect Fungus Symbiosis Lab, Wurzburg, Germany Radboud Univ Nijmegen, Behav Sci Inst, Nijmegen, Netherlands Fraunhofer WKI, Applicat Ctr HOFZET, Hannover, Germany UCL, Struct & Mol Biol, London, England Univ Amsterdam, Dev Psychol, Amsterdam, Netherlands Aalborg Univ, Hlth Sci & Technol, CNAP, SMI, Aalborg, Denmark VA Pittsburgh Healthcare Syst, Ctr Hlth Equity Res & Promot, Pittsburgh, PA USA Cedars Sinai Med Ctr, Neurosurg, Los Angeles, CA 90048 USA Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou, Guangdong, Peoples R China Dezhou Univ, Shandong Prov Key Lab Biophys, Guangzhou, Guangdong, Peoples R China Maison Teledetection, Inst Rech Dev, UMR Espace DEv, Montpellier, France Xiamen Univ, Sch Life Sci, Xiamen, Fujian, Peoples R China Nanjing Univ, Sch Med, Jinling Hosp, Natl Clin Res Ctr Kidney Dis,Dept Med Imaging, Nanjing, Jiangsu, Peoples R China Univ Kent, Sch Social Policy Sociol & Social Res, Canterbury, Kent, England Univ Fed Minas Gerais, Infect Dis & Trop Med, Belo Horizonte, MG, Brazil Univ Minho, Sch Med, Life & Hlth Sci Res Inst ICVS, Braga, Portugal Univ Montreal, Biochim & Med Mol, Montreal, PQ, Canada Johns Hopkins Bloomberg Sch Publ Hlth, Epidemiol, Baltimore, MD USA Max Planck Inst Biol Ageing, Metab & Genet Regulat Ageing, Cologne, Germany Univ Swaziland, Hlth Sci, Kwaluseni, Eswatini Queensland Univ Technol, Inst Future Environm, Brisbane, Qld, Australia Ctr Sci Monaco, Dept Biol Med, Monaco, Monaco HELIOS Hosp, Urol, Bad Saarow Pieskow, Germany Tech Univ Carolo Wilhelmina Braunschweig, Inst Microbiol, Braunschweig, Germany Univ Barcelona, Barcelona Ctr Maternal Fetal & Neonatal Med, Fetal i D Fetal Med Res Ctr, IDIBAPS BCNatal,Hosp Clin, Barcelona, Spain Univ Barcelona, Hosp St Joan de Deu, Barcelona, Spain Friedrich Loeffler Inst, Inst Bacterial Infect & Zoonoses, Jena, Germany Charite Med Univ Berlin, Neurol, Berlin, Germany Dublin City Univ, Natl Inst Cellular Biotechnol, Mol Therapeut Canc Ireland, Dublin, Ireland Schoen Clin Roseneck, Prien Am Chiemsee, Germany Univ Med Ctr Hamburg Eppendorf, Inst Sex Res & Forens Psychiat, Hamburg, Germany Nankai Univ, Sch Math Sci, Tianjin, Peoples R China Nankai Univ, LPMC, Tianjin, Peoples R China Univ Oxford, Oncol, Oxford, England Royal Holloway Univ London, Class, Egham, Surrey, England Cornell Univ, Clin Sci, Ithaca, NY USA Univ KwaZulu Natal, Pharmaceut Chem, Westville Campus, Durban, South Africa Royal Coll Surgeons Ireland, Med, Dublin, Ireland Univ Oslo, Dept Immunol, Oslo, Norway Bermuda Inst Ocean Sci, Marine Nitrogen Cycling Lab, St Georges, Bermuda Kanazawa Univ, Inst Liberal Arts & Sci, Kanazawa, Ishikawa, Japan World Hlth Org Reg Off Africa, Brazzaville, Rep Congo Univ Hosp BesanCon, Infect Control Dept, Besancon, France Galapagos NV, Clin Dev, Mechelen, Belgium Univ Tasmania, Integrated Marine Observing Syst, Hobart, Tas, Australia Georg August Univ Gottingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Gottingen, Germany Univ Occupat & Environm Hlth, Dept Psychiat, Fukuoka, Fukuoka, Japan IMDEA Food, Program Precis Nutr & Aging, Madrid, Spain Radboud Univ Nijmegen, Med Sch, IQHealthcare, Nijmegen, Netherlands Maastricht Univ, Dept Cardiovasc Surg, Maastricht, Netherlands German Diabet Ctr, Inst Clin Biochem & Pathobiochem, Dusseldorf, Germany Juntendo Univ, Grad Sch Med, Dept Radiol, Tokyo, Japan Deakin Univ, Sch Informat Technol, Melbourne, Vic, Australia Max Planck Inst Eusenforschung, Dept Interface Chem & Surface Sci, Dusseldorf, Germany Edge Hill Univ, Dept Psychol, Ormskirk, England Aga Khan Univ, Psychiat, Karachi, Pakistan KRIBB, Korean Bioinformat Ctr, Seoul, South Korea Cardinal Hlth Specialty Solut, Hlth Econ & Outcomes Res, Dallas, TX USA Klinikum Univ Munchen, Div Clin Pharmacol, Munich, Germany Univ Pittsburgh, Neurol Surg, Pittsburgh, PA USA Rhein Westfal TH Aachen, Dept Child & Adolescent Psychiat Psychosomat & Ps, Aachen, Germany Univ Copenhagen, Inst Mol & Cellular Biol, Copenhagen, Denmark St Jude Childrens Res Hosp, Struct Biol, 332 N Lauderdale St, Memphis, TN 38105 USA Royal Shrewsbury Hosp, Colorectal Surg, Shrewsbury, Salop, England Univ Nottingham, Fac Med & Hlth Sci, Nottingham, England Karolinska Inst, Dept Physiol & Pharmacol, Solna, Sweden Chinese Acad Sci, Changchun Inst Appl Chem, State Key Lab Electroanalyt Chem, Jilin, Jilin, Peoples R China Univ British Columbia, Pediat, Vancouver, BC, Canada Chinese Acad Agr Sci, State Key Lab Cotton Biol, Res Base Anyang Inst Technol, Cotton Germplasm Resources,Inst Cotton Res, Beijing, Peoples R China Chinese Univ Hong Kong, Anaesthesia & Intens Care, Hong Kong, Peoples R China Univ Macau, ICMS, Zhuhai, Guangdong, Peoples R China North China Elect Power Univ, Sch Renewable Energy, Beijing, Peoples R China Justus Liegbig Univ, Dept Internal Med, Giessen, Germany Aarhus Univ, Biosci, Aarhus, Denmark Univ Dublin, Trinity Coll Dublin, Irish Longitudinal Study Ageing TILDA, Dublin, Ireland Univ Groningen, Univ Med Ctr Groningen, Hematol, Groningen, Netherlands Vrije Univ Amsterdam Med Ctr, Child Neurol, Amsterdam, Netherlands EBI, EMBL, Cambridge, England Max Planck Inst Marine Microbiol, HGF MPG Joint Res Grp Deep Sea Ecol & Technol, Bremen, Germany Max Planck Inst Human Dev, Ctr Adapt Rat, Berlin, Germany King Faisal Univ, Math, Al Hufuf, Saudi Arabia Griffith Univ, Sch Nursing & Midwifery, Gold Coast, Qld, Australia Iowa State Univ, Roy J Carver Dept Biochemsitry Biophys & Mol Biol, Ames, IA USA Delft Univ Technol, Fac Mech Maritime & Mat Engn, Engn Thermodynam Proc & Energy Dept, Leeghwaterstr 39, NL-2628 CB Delft, Netherlands Univ Nebraska Med Ctr, Coll Allied Hlth Profess, Cytotechnol Educ, Omaha, NE USA Shinko Mem Hosp, Dept Cardiovasc Med, Kobe, Hyogo, Japan Imperial Coll London, Mat, London, England Tech Univ Munich, Dept Surg, Munich, Germany Chinese Acad Agr Sci, Res Inst Pomol, Minist Agr, Lab Qual & Safety Risk Assessment Fruit Xingcheng, Shenyang, Liaoning, Peoples R China James Madison Univ, Commun Sci & Disorders, Harrisonburg, VA 22807 USA Univ Hosp Ulm, Inst Orthopaed Res & Biomech, Ulm, Germany Univ Essex, Sch Hlth & Social Care, Colchester, Essex, England Alpha Altis, Res Serv, Nottingham, England Erasmus MC, Med Oncol, Rotterdam, Netherlands Fed Univ Oye, Dept Ind Chem, Ekiti, Nigeria Duke Univ, Med Ctr, Cell Biol, Durham, NC USA Univ Oxford, Nuffield Dept Clin Neurosci, Oxford, England Univ Manchester, Canc Res UK Manchester Inst, Manchester, Lancs, England Helsinki Univ Hosp, Childrens Hosp, Helsinki, Finland Univ Aveiro, CESAM Ctr Environm & Marine Studies, Dept Biol, Aveiro, Portugal Univ Botswana, Psychol, Gaborone, Botswana Univ Fed Bahia, Nursing Sch, Salvador, BA, Brazil Queen Mary Univ London, Biol & Expt Psychol, London, England Natl Univ Pharm, Med Chem Dept, Kharkov, Ukraine Univ Bolton, Dept Educ & Psychol, Bolton, England La Trobe Univ, Dept Chem & Phys, Melbourne, Vic, Australia Gen Hosp Northern Theater Command, Dept Gastroenterol, Shenyang, Liaoning, Peoples R China Doctors Hosp, Dept Nephrol, Athens, Greece Univ Hosp Essen, Pediat 3, Essen, Germany Imperial Coll London, Infect Dis Epidemiol, London, England Sorbonne Univ, Dept Psychiat, Paris, France UNSW Sydney, Educ, Sydney, NSW, Australia Stanford Univ, Dept Psychiat & Behav Sci, Palo Alto, CA 94304 USA Hannover Med Sch, Clin Laryngol Rhinol & Otol, Hannover, Germany Curtin Univ, Ctr Aboriginal Studies, Perth, WA, Australia Iran Univ Sci & Technol, Biomed Engn Dept, Tehran, Iran Univ Calif San Francisco, Anesthesiol, San Francisco, CA 94143 USA Khalifa Univ Sci & Technol, Mech Engn, Abu Dhabi, U Arab Emirates Univ Florida, Hort Sci, Gainesville, FL USA James Cook Univ, Australian Inst Trop Hlth & Med, Ctr Biodiscovery & Mol Dev Therapeut, Cairns, Qld, Australia Univ Porto, Fac Med, CINTESIS, Porto, Portugal Shaoxing Peoples Hosp, Med Res Ctr, Shaoxing, Zhejiang, Peoples R China NIH, Dept Transfus Med, Bethesda, MD 20892 USA AIIMS, Dept Biotechnol, New Delhi, India Univ Ottawa, Biochem Microbiol & Immunol, Ottawa, ON, Canada Univ Oslo, Inst Clin Med, Div Mental Hlth & Addict, Oslo, Norway Univ Groningen, Univ Med Ctr Groningen, Dept Radiol, Groningen, Netherlands Univ Hong Kong, Sch Nursing, Hong Kong, Peoples R China Tokyo Med Univ, Ibaraki Med Ctr, Urol, Tokyo, Japan Univ Hosp Zurich, Dept Radiat Oncol, Zurich, Switzerland Univ Maryland, Inst Human Virol, Div Immunotherapy, Baltimore, MD 21201 USA Univ Maryland, Dept Surg, Baltimore, MD 21201 USA Stellenbosch Univ, Fac Med & Hlth Sci, Div Mol Biol & Human Genet, Stellenbosch, South Africa China Agr Univ, Coll Biol Sci, Beijing, Peoples R China Osaka Univ, Grad Sch Pharmaceut Sci, Suita, Osaka, Japan Univ Washington, Biochem, Seattle, WA 98195 USA Natl Res Council Italy, Inst Biosci & BioResources, Naples, Italy Univ Lyon, Phys, Lyon, France Univ Basel, Fac Psychol, Ctr Social Psychol, Basel, Switzerland Queen Mary Univ London, Barts Canc Inst, Ctr Mol Oncol, London, England EBI, EMBL, Samples Phenotypes & Ontol Team, Cambridge, England Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia Shandong Univ, Helmholtz Inst Biotechnol, Sch Life Sci, State Key Lab Microbial Technol, Jinan, Shandong, Peoples R China Shantou Univ, Dept Biol, Shantou, Guangdong, Peoples R China Shanxi Univ, Inst Biomed Sci, Taiyuan, Shanxi, Peoples R China St Jude Childrens Res Hosp, Computat Biol, 332 N Lauderdale St, Memphis, TN 38105 USA Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin, Heilongjiang, Peoples R China NIH, Radiol & Imaging Sci, Bldg 10, Bethesda, MD 20892 USA Georgia Inst Technol, Dept Biol Sci, Atlanta, GA 30332 USA XtalPi Inc, Cambridge, MA USA Consejo Nacl Invest Cient & Tecn, Partner Inst Max Planck Soc, Inst Invest Biomed Buenos Aires IBioBA, Bioinformat, Buenos Aires, DF, Argentina Univ Sydney, Save Sight Inst, Sydney, NSW, Australia Univ South Australia, Canc Res Inst, Australian Ctr Precis Hlth, Adelaide, SA, Australia Jinan Univ, Inst Life & Hlth Engn, Guangdong Higher Educ Inst, Key Lab Funct Prot Res, Guangzhou, Guangdong, Peoples R China Univ Texas Hlth Sci Ctr Houston, Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA Weill Cornell Med, Dept Microbiol & Immunol, New York, NY USA Guangdong Inst Appl Biol Resources, Biotechnol Lab, Guangzhou, Guangdong, Peoples R China Shandong Normal Univ, Coll Life Sci, Jinan, Shandong, Peoples R China Shandong Univ, Life Sci Dept, Jinan, Shandong, Peoples R China South China Agr Univ, Integrat Microbiol Res Ctr, Guangzhou, Guangdong, Peoples R China Liaoning Acad Agr Sci, Crop Mol Improving Lab, Shenyang, Liaoning, Peoples R China Lawson Hlth Res Inst, Med Biophys, London, ON, Canada Univ Melbourne, Infrastruct Engn, Parkville, Vic, Australia Univ Canberra, Fac Hlth, Canberra, ACT, Australia Univ Cambridge, MRC Cognit & Brain Sci Unit, Cambridge, England Emory Univ, Biostat & Bioinformat, Atlanta, GA 30322 USA Johns Hopkins Sch Med, Anesthesiol & Crit Care Med, Baltimore, MD USA Nottingham Trent Univ, Sch Anim Rural & Environm Sci, Nottingham, England Univ Exeter, Biosci, Exeter, Devon, England Hillingdon Hosp NHS Fdn Trust, London, England Univ Glasgow, MRC CSO Social & Publ Hlth Sci Unit, Glasgow, Lanark, Scotland Natl & Kapodistrian Univ Athens, Evaggelismos Athens Hosp, ICU, Athens, Greece Univ Newcastle, Biol Sci, Callaghan, NSW, Australia Coventry Univ, Fac Hlth & Life Sci, Ctr Innovat Res Life Course, Coventry, W Midlands, England Lausanne Univ Hosp, Serv Endocrinol Diabet & Metab, Lausanne, Switzerland Charles Sturt Univ, Sch Community Hlth, Bathurst, NSW, Australia Queens Univ Belfast, Inst Global Food Secur, Belfast, Antrim, North Ireland Natl Univ Singapore, Inst Policy Studies, Singapore, Singapore Univ Penn, Intitute Med & Engn, Philadelphia, PA 19104 USA Cold Spring Harbor Lab, POB 100, Cold Spring Harbor, NY 11724 USA Univ Michigan, EECS, Ann Arbor, MI 48109 USA Univ British Columbia, Ctr Blood Res, Vancouver, BC, Canada UiT Arctic Univ Norway, Dept Hlth & Care Sci, Fac Hlth Sci, Tromso, Norway Hosp Clin Porto Alegre, Physiotherapy, Porto Alegre, RS, Brazil Univ Paris 05, Med Sch, Paris, France Chinese Acad Agr Sci, Inst Crop Sci, Natl Key Facil Crop Gene Resources & Genet Improv, Beijing, Peoples R China Univ Ghent, Expt Clin & Hlth Psychol, Ghent, Belgium Indian Inst Adv Res, Bioinformat & Struct Biol, Gandhinagar, Gujart, India Bambino Ges Childrens Res Hosp, Lab Mol Med, Rome, Italy Heidelberg Univ, Ctr Infect Dis Parasitol, Heidelberg, Germany Stanford Univ, Elect Engn, Palo Alto, CA 94304 USA Univ Cadiz, Biol, Andalucia, Spain Mansoura Univ Hosp, Gen Surg, Mansoura, Egypt Inst Pasteur, Virol Pole, Dakar, Senegal Cardiff Univ, Div Canc & Genet, Cardiff, S Glam, Wales Ctr Expertise & Biol Diagnost Cameroon, Food Safety & Environm Microbiol, Yaounde, Cameroon Swiss Fed Labs Mat Sci & Technol, Lab Thin Films & Photovolta, Dubendorf, Switzerland Assiut Univ, Assiut Urol & Nephrol Hosp, Fac Med, Assiut, Egypt UCL, GEE, London, England UCL, IHA, London, England Univ Derby, Univ Derby Online Learning, Derby, England SUNY Stony Brook, Family Populat & Prevent Med, Stony Brook, NY 11794 USA Walter & Eliza Hall Inst Med Res, Mol Med Div, Melbourne, Vic, Australia Newcastle Univ, Northern Inst Canc Res, Newcastle Upon Tyne, Tyne & Wear, England German Ctr Neurodegenerat Dis, Clin Dementia Res, Bonn, Germany Sorbonne Univ, CNRS, UMR 7144, Stn Biol, Paris, France Univ Barcelona, Odontoestomatol, Barcelona, Spain Janelia Res Campus, Comp Sci, Ashburn, VA USA Univ Oxford, Ctr Trop Med & Global Hlth, Oxford, England Univ Bern, ARTORG Ctr Biomed Engn Res, Bern, Switzerland Australian Natl Univ, Eccles Inst Neurosci, John Curtain Sch Med Res, Canberra, ACT, Australia John Innes Ctr, Metab Biol, Norwich, Norfolk, England USDA ARS, Genom & Bioinformat Res Unit, Raleigh, NC 27695 USA Med Univ Graz, Inst Med Informat Stat & Documentat, Holzinger Grp, Graz, Austria Ajou Univ, Pharm, Suwon, South Korea City Univ Hong Kong, Sch Energy & Environm, Hong Kong, Peoples R China Univ British Columbia, Sch Kinseiol, Vancouver, BC, Canada Univ Copenhagen, Marine Biol Sect, Dept Biol, Copenhagen, Denmark Univ Vienna, Dept Commun, Vienna, Austria Univ Dundee, Sch Social Sci, Dundee, Scotland Tech Univ Dresden, Inst Bot, Dresden, Germany Univ Oxford, Div Struct Biol, Oxford, England Natl Univ Hlth Syst, Med, Singapore, Singapore Univ Canterbury, Sch Biol Sci, Christchurch, New Zealand Univ Hosp Southern Denmark, Focused Res Unit Mol Diagnost & Clin Res, Odense, Denmark Univ Oxford, Primary Care Hlth Sci, Oxford, England Baylor Coll Med, Verna & Marrs McLean Dept Biochem & Mol Biol, Houston, TX 77030 USA Adnan Menderes Univ Aydin, Fac Nursing, Dept Publ Hlth Nursing, Aydin, Turkey Oasi Res Inst IRCCS, Dept Neurol IC, Troina, Italy Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USA Kings Coll London, Kings Ctr Mil Hlth Res, London, England LSHTM, Dept Infect Dis Epidemiol, London, England Leibniz Univ Hannover, BMWZ Organ Chem, Hannover, Germany Xi An Jiao Tong Univ, Sch Basic Med Sci, Dept Physiol & Pathophysiol, Xian, Shaanxi, Peoples R China Univ South Australia, Sch Pharm & Med Sci, Adelaide, SA, Australia Univ Fed Santa Catarina, Dept Phys Educ, Florianopolis, SC, Brazil Southern Med Univ, Nanfang Hosp, Dept Oncol, Guangzhou, Guangdong, Peoples R China Stanford Univ, Hansen Expt Phys Lab, Palo Alto, CA 94304 USA Shenzhen Univ, Affiliated Hosp 1, Shenzhen Peoples Hosp 2, Inst Translat Med, Shenzhen, Guangdong, Peoples R China Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Peoples R China UCL, Dept Mech Engn, London, England ASTAR, Singapore Immunol Network, Lab Microbial Immun, Singapore, Singapore Cent South Univ, State Key Lab Powder Met, Changsha, Hunan, Peoples R China Univ Aberdeen, Inst Appl Hlth Sci, Aberdeen, Scotland Univ Bridgeport, Biomed Engn, Bridgeport, CT 06601 USA Texas Tech Univ, Hlth Sci Ctr, Pharmaceut Sci, Lubbock, TX 79430 USA Univ Montana, Ecosyst & Conservat Sci, Missoula, MT 59812 USA Univ Goettingen, Dept Syst Neurosci, Gottingen, Germany NHLBI, Lab Syst Genet, Bldg 10, Bethesda, MD 20892 USA Cleveland Clin, Lou Ruvo Ctr Brain Hlth, Imaging, Las Vegas, NV USA Flinders Univ S Australia, Coll Nursing & Hlth Sci, Nutr & Dietet, Adelaide, SA, Australia Univ Padua, Dept Math, Padua, Italy Lund Univ, Fac Law, Lund, Sweden Univ Gothenburg, Dept Microbiol & Immunol, Gothenburg, Sweden NARO, Kachwekano Zardi, Entebbe, Uganda Natl Yunlin Univ Sci & Technol, Bachelor Program Interdisciplinary Studies, Touliu, Yunlin, Taiwan Aarhus Univ, Dept Biomed, Danish Res Inst Translat Neurosci DANDRITE, Aarhus, Denmark Eduardo Mondlane Univ, Math & Comp Sci, Maputo, Mozambique Univ Bern, Dept Old Age Psychiat & Psychotherapy, Bern, Switzerland RAS, Inst Cytol, Lab Cytol Unicellular Organisms, St Petersburg, Russia Beijing Inst Technol, Sch Chem & Chem Engn, Beijing, Peoples R China Univ Queensland, Queensland Alliance Agr & Food Innovat, Brisbane, Qld, Australia Fraunhofer Inst Toxicol & Expt Med ITEM, Inhalat Toxicol, Hannover, Germany Univ Hong Kong, Publ Hlth, Hong Kong, Peoples R China Univ Hlth Network, Anesthesia & Pain Med, Toronto, ON, Canada Univ Toronto, Toronto, ON, Canada Univ Bath, Dept Hlth, Bath, Avon, England Univ Copenhagen, Computat & RNA Biol, Copenhagen, Denmark Fisheries & Oceans Canada, Bedford Inst Oceanog, Dartmouth, NS, Canada Goethe Univ, CEF MC, BMLS, Phys Biol, Frankfurt, Germany Albert Einstein Coll Med, Anat & Struct Biol, New York, NY USA Queensland Govt, Dept Environm & Sci, Brisbane, Qld, Australia Uppsala Univ, Vasc Surg Sect, Dept Surg Sci, Uppsala, Sweden Childrens Canc Hosp, Res, Cairo, Egypt Leibniz Inst Nat Prod Res & Infect Biol, Bio Pilot Plant, Jena, Germany Duy Tan Univ, Inst Res & Dev, Da Nang, Vietnam Univ Helsinki, Helsinki Inst Life Sci HiLIFE, Helsinki, Finland Univ Queensland, Australian Inst Bioengn & Nanotechnol, Brisbane, Qld, Australia George Inst Global Hlth, Sydney, NSW, Australia Griffith Univ, Griffith Inst Drug Discovery, Brisbane, Qld, Australia Dezhou Univ, Coll Phys & Elect Informat, Shandong Prov Key Lab Biophys, Dezhou, Peoples R China Henan Agr Univ, Coll Life Sci, Zhengzhou, Henan, Peoples R China Univ Tokyo, Publ Hlth, Tokyo, Japan Sun Yat Sen Univ, Affiliated Hosp 1, Guangzhou, Guangdong, Peoples R China Univ Illinois, Dept Med, Chicago, IL USA Beijing Inst Microbiol & Epidemiol, State Key Lab Pathogen & Biosecur, Beijing, Peoples R China Minist Hlth, Key Lab Neonatal Dis, Shanghai, Peoples R China Covenant Univ, Dept Phys, Ota, Nigeria Prince Sattam Bin Abdulaziz Univ, Dept Phys Therapy & Hlth Rehabil, Al Kharj, Saudi Arabia Lund Univ, Cognit Sci, Malmo, Sweden Natl Open Univ Nigeria, Dept Publ & Environm Hlth, Abuja, Nigeria Peking Univ, Sch Publ Hlth, Dept Lab Sci & Technol, Beijing, Peoples R China Univ Sydney, Sch Publ Hlth, Menzies Ctr Hlth Policy, Sydney, NSW, Australia Univ Auckland, Dept Elect & Comp Engn, Auckland, New Zealand Beijing Univ Chinese Med, Res Ctr TCM Informat Engn, Beijing, Peoples R China Osped Niguarda Ca Granda, Cardiac Surg, Milan, Italy Univ Vet Med, Clin Horses, Hannover, Germany Harbin Med Univ, Lab Med Genet, Harbin, Heilongjiang, Peoples R China Univ Saskatchewan, Dept Psychol, Saskatoon, SK, Canada Univ Coimbra, Ctr Studies Geog & Spatial Planning CEGOT, Coimbra, Portugal Univ Groningen, Univ Med Ctr Groningen, Epidemiol, Groningen, Netherlands South Cent High Specialty Hosp, Dept Neurol & Neurosurg, Pemex, Mexico Shandong Agr Univ, Coll Informat Sci & Engn, Tai An, Shandong, Peoples R China Curtin Univ, Natl Drug Res Inst, Perth, WA, Australia Wageningen Bioveterinary Res, Bacteriol & Epidemiol, Lelystad, Netherlands Guangdong Second Prov Gen Hosp, Dept Rheumatol & Immunol, Guangzhou, Guangdong, Peoples R China Erasmus MC, Biomed Rngineering, Rotterdam, Netherlands Hiroshima Univ, Grad Sch Biomed & Hlth Sci, Hiroshima, Japan Univ Iceland, Sch Hlth Sci, Reykjavik, Iceland Ohio State Univ, Mat Sci & Engn, Columbus, OH 43210 USA Kathmandu Univ, Sch Med Sci, Dept Physiotherapy, Dhulikhel, Nepal Univ Queensland, Sch Biomed Sci, Brisbane, Qld, Australia Fraunhofer MEVIS, Image Guided Therapies, Bremen, Germany Natl Univ Hlth Syst, Haematol Oncol, Singapore, Singapore Sun Yat Sen Univ, Canc Ctr, Breast Oncol, Guangzhou, Guangdong, Peoples R China Med Coll Wisconsin, Pharmacol & Toxicol, Wauwatosa, WI USA Queensland Univ Technol, Sci & Engn Fac, Sch Chem Phys & Mech Engn, Brisbane, Qld, Australia Univ Turin, Dept Mol Biotechnol & Hlth Sci, Turin, Italy Univ Tehran Med Sci, Sch Rehabil, Physiotherapy Dept, Tehran, Iran Univ Helsinki, Dept Forest Sci, Helsinki, Finland Univ Messina, Human Pathol, Messina, Italy AO Papardo Hosp Messina, Messina, Italy Univ Ibadan, Coll Med, Inst Child Hlth, Ibadan, Nigeria King Faisal Univ, Coll Med, Fac Ophthalmol, Al Hasa, Saudi Arabia Univ Stirling, Inst Social Mkt, Stirling, Scotland Saveh Univ Med Sci, Social Determinants Hlth Res Ctr, Saveh, Iran Gakujutsu Shien Co Ltd, Tokyo, Japan Chinese Acad Sci, Inst Geochem, Guiyang, Guizhou, Peoples R China Univ Plymouth, Med Sch, Plymouth, Devon, England CHU Toulouse, Immunol, Toulouse, France Azorean Biodivers Grp, Ctr Ecol Evolut & Environm Changes, Azores, Portugal Univ Acores, Azores, Portugal RIKEN, Ctr Integrat Med Sci, Yokohama, Kanagawa, Japan Peking Univ, Sch Publ Hlth, Dept Global Hlth, Beijing, Peoples R China Chang Gung Univ, Chang Gung Mem Hosp, Dept Neurol, Linkou Med Ctr, Taoyuan, Taiwan Chang Gung Univ, Coll Med, Taoyuan, Taiwan Univ Malawi, Coll Med, Biomed Sci Dept, Blantyre, Malawi Univ Malawi, Coll Med, Pharm Dept, Blantyre, Malawi Bioself Commun, Biocurat, Marseille, France Peking Univ, Hosp 3, Dept Neurol, Beijing, Peoples R China Ahmadu Bello Univ, Fac Basic Clin Sci, Coll Hlth Sci, Dept Pathol, Zaria, Nigeria Dalhousie Univ, Dept Anesthesia Pain Management & Perioperat Med, Halifax, NS, Canada VisMederi Srl, Siena, Italy UCL, Canc Res UK, London, England UCL, UCL Canc Trials Ctr, London, England Univ Ottawa, Family Med, Ottawa, ON, Canada China Agr Univ, Coll Engn, Beijing, Peoples R China Leiden Univ, Leiden Acad Ctr Drug Res, Div Drug Discovery & Safety, Leiden, Netherlands Sun Yat Sen Univ, Affiliated Hosp 1, Dept Intervent Radiol, Guangzhou, Guangdong, Peoples R China Amer Univ Beirut, Med Ctr, Infect Dis, Beirut, Lebanon Sheffield Hallam Univ, Dept Social Work Social Care & Community Studies, Sheffield, S Yorkshire, England Mechnikov Res Inst Vaccines & Sera, Viral Hepatitis, Moscow, Russia Univ Ottawa, Pediat, Ottawa, ON, Canada Vreden Russian Res Inst Traumatol & Orthopaed, Dept Wound Infect Treatment & Prevent, St Petersburg, Russia Hangzhou Ctr Dis Control & Prevent, Dept TB Control & Prevent, Hangzhou, Zhejiang, Peoples R China Kaohsiung Med Univ, Dept Biotechnol, Kaohsiung, Taiwan Zoetis, Diagnost, Kalamazoo, MI USA Aintree Univ Hosp NHS Fdn Trust, Head & Neck Oncol Res, Liverpool, Merseyside, England Wrightington Hosp, Trauma & Orthopaed, Manchester, Lancs, England Loyola Univ, Med Ctr, Dept Psychiat, 2160 S 1st Ave, Maywood, IL 60153 USA Atkins Vet Serv, Microbiol, Calgary, AB, Canada Univ Porto, FADEUP, CIAFEL, Porto, Portugal Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore Kangwon Natl Univ, Coll Biotechnol & Biosci, Dept Food Sci & Biotechnol, Chunchon, South Korea Kakatiya Med Coll, Internal Med, Warangal, Telangana, India Univ Antioquia, Vet Med Sch, CIBAV Res Grp, Medellin, Colombia IISER, Dept Phys, Soft & Act Matter Grp, Tirupati 517507, Andhra Pradesh, India Univ Rosario, Sch Med & Hlth, Ctr Studies Phys Activ Measurements, Bogota, Colombia Univ Hosp Essen, Cardiol & Vasc Med, Essen, Germany Univ Hosp Basel, Endocrinol, Basel, Switzerland Univ Tubingen, Inst Med Genet & Appl Genom, Tubingen, Germany Univ Hosp Munster, Div Gen Internal Med Nephrol & Rheumatolog, Dept Med D, Munster, Germany Univ Kentucky, Dept Nephrol, Lexington, KY USA Univ Freiburg, Dept Anaesthesiol & Crit Care, Med Ctr, Freiburg, Germany Univ Calif Irvine, Dept Med, Orange, CA 92668 USA Univ Hosp Leuven, Dept Urol, Leuven, Belgium Chinese Acad Sci, Coll Life Sci, Beijing, Peoples R China Univ Florida, Orthopaed & Rehabil, Gainesville, FL USA Chongqing Med Univ, Affiliated Hosp 1, Chongqing Key Lab Mol Oncol & Epigenet, Chongqing, Peoples R China Tsinghua Univ, Dept Chem Engn, Beijing, Peoples R China Yonsei Univ, Coll Med, Dept Pharmacol, Seoul, South Korea Childrens Hosp Kings Daughters, Eastern Virginia Med Sch, Dept Pediat, Norfolk, VA USA China Three Gorges Univ, Coll Sci, Dept Math, Yichang, Peoples R China Xiangtan Univ, Coll Informat Engn, Xiangtan, Hunan, Peoples R China Univ Hlth Network, Mood Disorders & Psychopharmacol, Toronto, ON, Canada Sao Paulo State Univ UNESP, Dept Anim Sci, Sao Paulo, Brazil Sao Paulo State Univ, Vet Clin, Sao Paulo, Brazil

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

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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, 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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, 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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, Qin, Lei, Rafe, Ali, 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Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Gebremedhin, Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, José 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, Jégousse, 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, 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, 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Abstract

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical science.

Published
2019

42. Does outsourcing enable the survival of good care homes? A longitudinal analysis of all care homes in England, 2011-2023.

Author

Bach-Mortensen AM, Goodair B, and Degli Esposti M

Abstract

Background: It is unclear whether outsourcing has enabled the growth and survival of the best care homes, as intended. We aimed to test whether ownership (for-profit, public and third sector (non-profit)) influences determinants of closure among all care homes in England, 2011-2023., Methods: We created a dataset of all care homes from 2011 to 2023 (29 548 care homes and 8346 closures) and Care Quality Commission inspections from 2014 to 2023 (n=65 726). Using logistic regression, we investigated determinants of care home closures including care home characteristics (eg, number of beds), service registrations (eg, dementia and nursing), quality (inspection ratings) and area deprivation. We then tested for interaction effects; specifically exploring (1) whether the determinants of closure vary by ownership and (2) whether quality differences between active and closed for-profit and third sector/public homes vary by area deprivation., Results: The prevalence of for-profit care homes increased from 2011 to 2023. Ownership was a key determinant of care home closure; public and third sector care homes were almost twice as likely to close than for-profit providers (OR 1.8; 95% CI 1.44 to 2.24, p<0.001 and OR 1.6; 95% CI 1.37 to 1.76, p<0.001, respectively). Although care quality was also a significant determinant of closure, this association varied by care home ownership. For example, public and third sector homes rated 'good' were 7.6 percentage points (p<0.001) and 5.9 percentage points (p<0.001) more likely to close than for-profit homes with the same rating. Lastly, the quality of for-profit homes is heavily influenced by area deprivation, and the best active homes in deprived areas are operated by public and third sector providers., Conclusion: Our findings suggest that outsourcing of care services has not promoted the survival of the best care homes and may have adverse effects on the equity and accessibility of care. This calls for a reassessment of current policies to ensure that vulnerable populations have continued access to adequate quality of care., Competing Interests: None declared., (Copyright © Author(s) (or their employer(s)) 2024. Re-use permitted under CC BY. Published by BMJ.)

Published
2024
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43. 'Two sides of the same coin'? A longitudinal analysis evaluating whether financial austerity accelerated NHS privatisation in England 2013-2020.

Author

Goodair B, Bach-Mortensen AM, and Reeves A

Abstract

Objectives: To understand the relationship between increasing privatisation of the NHS and austerity cuts to public funding., Design: Longitudinal analysis., Setting: 170 Clinical Commissioning Groups (CCGs) in England between 2013 and 2020., Intervention: The UK austerity programme, spearheaded by the conservative-led governments of the 2010s, leveraged the 2008 financial crisis to roll-back spending to local government and social security spending. They also restricted the rate of growth in NHS spending-but cuts varied for different areas, often impacting deprived areas hardest., Main Outcome: For-profit outsourcing by NHS commissioners. After the implementation of the 2012 Health and Social Care act commissioners were encouraged and obliged to open contracts to the private sector. The uptake of for-profit outsourcing varied massively. Some CCGs contracted out almost half of their activity, and others almost none., Results: We calculate the size of austerity across all CCGs. The financial restrictions meant that commissioners had, on average, £21.2 m more debt by 2021 than in 2014 in real terms. We find that there is a null and very small effect of changes to local NHS funding on for-profit outsourcing. A decrease in £100 per capita of NHS funding corresponds in a decrease in 0.441 percentage points (95% CI -0.240 to 1.121) of for-profit expenditure. We also find that local changes to public expenditure on the NHS, local government and social security do not confound the relationship between for-profit outsourcing and treatable mortality rates., Conclusions: NHS privatisation at the local level does not appear to be a direct response to or result of austerity. That does not mean that it is unproblematic. Rather than being confounded by funding levels, the deteriorating health outcomes associated with privatisation should be considered as a distinct concern to the disastrous health effects of austerity policies., Competing Interests: None declared., (Copyright © Author(s) (or their employer(s)) 2024. Re-use permitted under CC BY. Published by BMJ.)

Published
2024
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