Author: "Callahan, Tiffany J." - Searchworks@Jio Institute Digital Library Search Results

138 results on '"Callahan, Tiffany J."'

101. Applying knowledge-driven mechanistic inference to toxicogenomics

Author: Tripodi, Ignacio J., primary, Callahan, Tiffany J., additional, Westfall, Jessica T., additional, Meitzer, Nayland S., additional, Dowell, Robin D., additional, and Hunter, Lawrence E., additional
Published: 2020
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102. Knowledge-Based Biomedical Data Science

Author: Callahan, Tiffany J., primary, Tripodi, Ignacio J., additional, Pielke-Lombardo, Harrison, additional, and Hunter, Lawrence E., additional
Published: 2020
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103. A Framework for Automated Construction of Heterogeneous Large-Scale Biomedical Knowledge Graphs

Author: Callahan, Tiffany J., primary, Tripodi, Ignacio J., additional, Hunter, Lawrence E., additional, and Baumgartner, William A., additional
Published: 2020
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104. KG-COVID-19: A Framework to Produce Customized Knowledge Graphs for COVID-19 Response

Author: Reese, Justin T., primary, Unni, Deepak R., additional, Callahan, Tiffany J., additional, Cappelletti, Luca, additional, Ravanmehr, Vida, additional, Carbon, Seth, additional, Fontana, Tommaso, additional, Blau, Hannah, additional, Matentzoglu, Nicolas, additional, Harris, Nomi L., additional, Munoz-Torres, Monica C., additional, Robinson, Peter N., additional, Joachimiak, Marcin P., additional, Mungall, Christopher J., additional, and Callaghan, Sarah, additional
Published: 2020
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105. Simple Standard for Sharing Ontological Mappings (SSSOM).

Author: Matentzoglu, Nicolas, Balhoff, James P, Bello, Susan M, Bizon, Chris, Brush, Matthew, Callahan, Tiffany J, Chute, Christopher G, Duncan, William D, Evelo, Chris T, Gabriel, Davera, Graybeal, John, Gray, Alasdair, Gyori, Benjamin M, Haendel, Melissa, Harmse, Henriette, Harris, Nomi L, Harrow, Ian, Hegde, Harshad B, Hoyt, Amelia L, and Hoyt, Charles T
Subjects: METADATA, DATA integration, LIBRARY software, SOFTWARE development tools, DATA science, PRODUCTION standards
Abstract: Despite progress in the development of standards for describing and exchanging scientific information, the lack of easy-to-use standards for mapping between different representations of the same or similar objects in different databases poses a major impediment to data integration and interoperability. Mappings often lack the metadata needed to be correctly interpreted and applied. For example, are two terms equivalent or merely related? Are they narrow or broad matches? Or are they associated in some other way? Such relationships between the mapped terms are often not documented, which leads to incorrect assumptions and makes them hard to use in scenarios that require a high degree of precision (such as diagnostics or risk prediction). Furthermore, the lack of descriptions of how mappings were done makes it hard to combine and reconcile mappings, particularly curated and automated ones. We have developed the Simple Standard for Sharing Ontological Mappings (SSSOM) which addresses these problems by: (i) Introducing a machine-readable and extensible vocabulary to describe metadata that makes imprecision, inaccuracy and incompleteness in mappings explicit. (ii) Defining an easy-to-use simple table-based format that can be integrated into existing data science pipelines without the need to parse or query ontologies, and that integrates seamlessly with Linked Data principles. (iii) Implementing open and community-driven collaborative workflows that are designed to evolve the standard continuously to address changing requirements and mapping practices. (iv) Providing reference tools and software libraries for working with the standard. In this paper, we present the SSSOM standard, describe several use cases in detail and survey some of the existing work on standardizing the exchange of mappings, with the goal of making mappings Findable, Accessible, Interoperable and Reusable (FAIR). The SSSOM specification can be found at http://w3id.org/sssom/spec. Database URL : http://w3id.org/sssom/spec [ABSTRACT FROM AUTHOR]
Published: 2022
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106. 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. 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S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. 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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. C., Plevris, John N., Pollesello, Piero, Polz, Martin, Ponti, Giovanna, Porcelli, Piero, Prince, Martin, Quinn, Gwendolyn P., Quinn, Terence J., Ramula, Satu, Rappsilber, Juri, Rehfeldt, Florian, Reiling, Jan H., Remacle, Claire, Rezaei, Mohsen, Riddick, Eric W., Ritter, Uwe, Roach, Neil W., Roberts, David D., Robles, Guillermo, Rodrigues, Tiago, Rodriguez, Cesar, Roislien, Jo, Roobol, Monique J., Rowe, J. Alexandra, Ruepp, Andreas, Ruitenbeek, Jan van, Rust, Petra, Saad, Sonia, Sack, George H., Santos, Manuela, Saudemont, Aurore, Sava, Gianni, Schrading, Simone, Schramm, Alexander, Schreiber, Martin, Schuler, Sidney, Schymkowitz, Joost, Sczyrba, Alexander, Seib, Kate L., Shi, Han-Ping, Shimada, Tomohiro, Shin, Jeon-Soo, Shortt, Colette, Silveyra, Patricia, Skinner, Debra, Small, Ian, Smeets, Paul A. M., So, Po-Wah, Solano, Francisco, Sonenshine, Daniel E., Song, Jiangning, Southall, Tony, Speakman, John R., Srinivasan, Mandyam V., Stabile, Laura P., Stasiak, Andrzej, Steadman, Kathryn J., Stein, Nils, Stephens, Andrew W., Stewart, Douglas I., Stine, Keith, Storlazzi, Curt, Stoynova, Nataliya V., Strzalka, Wojciech, Suarez, Oscar M., Sultana, Taranum, Sumant, Anirudha V., Summers, Mathew J., Sun, Gang, Tacon, Paul, Tanaka, Kozo, Tang, Haixu, Tanino, Yoshinori, Targett-Adams, Paul, Tayebi, Mourad, Tayyem, Reema, Tebbe, Christoph C., Telfer, Evelyn E., Tempel, Wolfram, Teodorczyk-Injeyan, Julita A., Thijs, Gert, Thorne, Sally, Thrift, Amanda G., Tiffon, Celine, Tinnefeld, Philip, Tjahjono, Daryono H., Tolle, Fabrice, Toth, Ervin, Tredici, Andria L. del, Tsapas, Apostolos, Tsirigotis, Konstantinos, Turak, Ayse, Tzotzos, George, Udo, Edet E., Utsumi, Toshiaki, Vaidyanathan, Subramanian, Vaillant, Michel, Valsesia, Armand, Vandenbroucke, Roosmarijn E., Veiga, Feliciano H., Vendrell, Marc, Vesk, Peter A., Vickers, Paul, Victor, Victor M., Villemur, Richard, Vohl, Marie-Claude, Voolstra, Christian R., Vuillemin, Anne, Wakelin, Steven, Waldron, Levi, Walsh, Laurence J., Wang, Amanda Y., Wang, Fuan, Wang, Yun, Watanabe, Yoichi, Weigert, Andreas, Wen, Jet-Chau, Wham, Carol, White, Ethan P., Wiener, Jan, Wilharm, Gottfried, Wilkinson, Simon, Willmann, Raffaella, Wilson, Coralie, Wirth, Brunhilde, Wojan, Timothy R., Wolff, Mathieu, Wong, Bryan M., Wu, Tzu-Wei, Wuerbel, Hanno, Xiao, Xiangshu, Xu, Dong, Xu, J. W., Xu, Jianping, Xue, Bin, Yalcin, Suayib, Yan, Hong, Yang, En-Cheng, Yang, Shiqi, Yang, Wei, Ye, Yuzhen, Ye, Zhi-Qiang, Yli-Kauhaluoma, Jari, Yoneyama, Hiroshi, Yu, Ying, Yuan, Guo-Cheng, Yuh, Chiou-Hwa, Zaccolo, Manuela, Zeng, Chen, Zevnik, Branko, Zhang, Chi, Zhang, Li, Zhang, Yingkai, Zhang, Yusen, Zhang, Zhiyong, Zhang, Zhong-Yin, Zhao, Yuan, Zhou, Min, Zuberbier, Torsten, Aanei, Carmen M., Ahmad, Rafi, Al-Lawama, Manar, Alanio, Alexandre, Allardyce, Judith, Alonso-Caneiro, David, Atack, John M., Baier, Dirk, Bansal, Abhisheka, Benezeth, Yannick, Berbesque, Colette, Berrevoet, Frederik, Biedermann, Peter H. W., Bijleveld, Erik, Bittner, Florian, Blombach, Fabian, Bos, Wouter van den, Boudreau, Shellie A., Bramoweth, Adam D., Braubach, Oliver, Cai, Yufeng, Campbell, Matthew, Cao, Zanxia, Catry, Thibault, Chen, Xin, Cheng, Shuiqin, Chung, Hee-Jung, Chávez-Fumagalli, Miguel A., Conway, Aaron, Costa, Bruno M., Cyr, Normand, Dean, Lorraine T., Denzel, Martin S., Dlamini, S. V., Dudley, Kevin J., Dufies, Maeva, Ecke, Thorsten, Eckweiler, Denitsa, Eixarch, Elisenda, El-Adawy, Hosny, Emmrich, Julius V., Eustace, Alex J., Falter-Wagner, Christine M., Fuss, Johannes, Gao, Jianzhao, Gill, Martin R., Gloyn, Liz, Goggs, Robert, Govinden, Usha, Greene, Garrett, Greiff, Victor, Grundle, D. S., Grüneberg, Patrick, Gumede, Nicksy, Haore, Gbaguidi, Harrison, Pille, Hoenner, Xavier, Hojsgaard, Diego, Hori, Hikaru, Ikonomopoulou, Maria P., Jeurissen, Patrick, Johnson, Daniel M., Kabra, Dhiraj, Kamagata, Koji, Karmakar, Chandan, Kasian, Olga, Kaye, Linda K., Khan, Murad M., Kim, Yong-Min, Kish, J. K., Kobold, Sebastian, Kohanbash, Gary, Kohls, Gregor, Kugler, Jan-Michael, Kumar, Gyanendra, Lacy-Colson, Jon, Latif, Asam, Lauschke, Volker M., Li, Bingling, Lim, Chinten J., Liu, Fang, Liu, Xiaodong, Lu, Jin-Jian, Lu, Qiang, Mahavadi, Poornima, Marzocchi, Ugo, McGarrigle, Christine A., Meerten, Tom van, Min, Rogier, Moal, Iain, Molari, Massimiliano, Molleman, Lucas, Mondal, Saiful R., Mortel, Thea van de, Moss, W. N., Moultos, Othonas A., Mukherjee, Maheswari, Nakayama, Kazuhiko, Narayan, Edward, Navaratnarajah, Neumann, Philipp-Alexander, Nie, Jiyun, Nie, Yingjiu, Niemeyer, Frank, Nolan, Fiona, Nwaiwu, Ogueri, Oldenmenger, Wendy H., Olumayede, Emmanuel, Ou, Jianhong, Pallebage-Gamarallage, Menuka, Pearce, Simon P., Pelkonen, Tuula, Pelleri, Maria C., Pereira, Joana L., Pheko, Mpho, Pinto, Karina A., Piovesan, Allison, Pluess, Michael, Podolsky, Illya M., Prescott, Julie, Qi, Dongchen, Qi, Xingshun, Raikou, Vaia D., Ranft, Andreas, Rhodes, Johanna, Rotge, Jean-Yves, Rowe, Anna D., Saggar, Manish, Schuon, Robert A., Shahid, Shaouli, Shalchyan, Vahid, Shirvalkar, Prasad, Shiryayev, Oleg, Singh, Jugpreet, Smout, Michael J., Soares, António, Song, Chunjiao, Srivastava, Kshitij, Srivastava, Rupesh K., Sun, Jim, Szabo, Attila, Szymanski, Wiktor, Tai, Chan N. P., Takeuchi, Hisashi, Tanadini-Lang, S., Tang, Fei, Tao, Wanyin, Theron, G., Tian, Chang F., Tian, Yu-Shi, Tuttle, Lisa M., Valenti, Anna, Verlot, Pierre, Walker, Mirella, Wang, Jun, Welter, Danielle, Winslade, Matthew, Wu, Dalei, Wu, Yi-Rui, Xiao, Han, Xu, Beisi, Xu, Juan, Xu, Ziyue, Yang, Dongdong, Yang, Mingjun, Yankilevich, Patricio, You, Yuyi, Yu, Chenglong, Zhan, Jian, Zhang, Gong, Zhang, Kai, Zhang, Tuo, Zhang, Yi, Zhao, Guoyan, Zhao, Jing, Zhou, Xiaofan, Zhu, Zhenxing, Ajani, Penelope A., Anazodo, Udunna C., Bagloee, Saeed A., Bail, Kasia, Bar, Ido, Bathelt, Joe, Benkeser, David, Bernier, Meghan L., Blanchard, Adam M., Boakye, Dominic W., Bonatsos, Vasileios, Boon, Michele H., Bouboulis, George, Bromfield, Elizabeth, Brown, Joshua, Bul, Kim C. 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A., Lin, Li, Ling, Tong, Liu, Yuchen, Liu, Zhonghua, Lu, Yao, Lum, Fok M., Luo, Hang, Machhi, Jatin, Macleod, Angus, Macwan, Isaac, Madala, Hanumantha R., Madani, Nima, Maio, Nicola de, Makowiecki, Kalina, Mallinson, Daniel J., Margelyte, Ruta, Maria, Caracausi, Markonis, Y., Marsili, Luca, Mavoa, Suzanne, McWilliams, Lorna, Megersa, Moa, Mendes, Caetano S. 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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. Griffith Univ, Sch Informat & Commun Technol, Gold Coast, Qld 4222, Australia Griffith Univ, Inst Glyc, Gold Coast, Qld 4222, Australia Univ Colorado, Dept Med Med Oncol, Anschutz Med Campus, Denver, CO USA Tanta Univ, Fac Sci, Bot Dept, Tanta, Egypt Friedrich Schiller Univ, Jena Univ Hosp, Inst Human Genet, Jena, Germany Univ Med Ctr Schleswig Holstein, Dept Radiat Oncol, Campus Kiel, Kiel, Germany ARS, USDA, Plum Isl Anim Dis Ctr, Greenport, NY 11944 USA Univ Jyvaskyla, Dept Biol & Environm Sci, Jyvaskyla, Finland Graz Univ Technol, Inst Environm Biotechnol, Graz, Austria CSIC, CNB, Natl Biotechnol Ctr, Dept Macromol Struct, Madrid, Spain Univ Hong Kong, Fac Dent, Oral & Maxillofacial Radiol Appl Oral Sci & Commu, Hong Kong, Peoples R China Univ Kansas, Div Entomol, Biodivers Inst, Lawrence, KS 66045 USA SUNY Albany, RNA Inst, Albany, NY 12222 USA Robert Koch Inst, Dept Methods Dev & Res Infrastruct, Berlin, Germany Martin Luther Univ Halle Wittenberg, Dept Surg & Conservat Pediat & Adolescent Med, Halle, Germany Indiana Univ Purdue Univ, IU Sch Informat & Comp, Dept BioHlth Informat, Indianapolis, IN 46202 USA Univ Reading, Sch Pharm Stem Cell Biol & Regenerat Med, Reading, Berks, England Dali Univ, Sch Engn, Dali City, Yunnan, Peoples R China Univ Hosp Munich LMU, Dept Psychiat & Psychotherapy, Munich, Germany Univ Tsukuba, Fac Life & Environm Sci, Ibaraki, Japan UniLaSalle, Aghyle, Beauvais, France Henry Ford Hlth Syst, Dept Immunol, Detroit, MI USA Zhejiang Univ, Sch Med, Sir Run Run Shaw Hosp, Dept Emergency, Hangzhou 310016, Zhejiang, Peoples R China Ist Nazl Tumori Fdn Pascale IRCCS, Anesthesia & Pain Med, Naples, Italy NIH, Dept Transfus Med, Bethesda, MD USA Univ Glasgow, Inst Infect Immun & Inflammat, Glasgow, Lanark, Scotland Polish Acad Sci, Inst Human Genet, Poznan, Poland Univ Padua, Dept Surg Oncol & Gastroenterol DISCOG, Padua, Italy Eindhoven Univ Technol, Biomed Engn, Eindhoven, Netherlands Univ Strasbourg, IBMC, Strasbourg, France Heidelberg Univ, Dept Gen Visceral & Transplantat Surg, Heidelberg, Germany Univ Notre Dame, Psychol, Notre Dame, IN 46556 USA Harvard Med Sch, Massachusetts Gen Hosp, Radiol & Pathol, Boston, MA 02115 USA Auburn Univ, Dept Biol Sci, Auburn, AL 36849 USA KK Womens & Childrens Hosp, KK Res Ctr, Singapore, Singapore Univ Alabama, Educ Psychol, Tuscaloosa, AL USA UCL, Wellcome EPSRC Ctr Intervent & Surg Sci, London, England Maastricht Univ, Dept Nutr & Movement Sci, Maastricht, Netherlands Univ Arkansas Med Sci, Dept Radiat Oncol, Little Rock, AR 72205 USA Univ Padua, Dept Land Environm Agr & Forestry, Padua, Italy Univ Gothenburg, Dept Biol & Environm Sci, Gothenburg, Sweden Univ Newcastle, Prior Res Ctr Reprod Sci, Callaghan, NSW, Australia Univ Cyprus, Med Sch, Nicosia, Cyprus Shandong Agr Univ, Coll Plant Protect, Agr Big Data Res Ctr, Tai An, Shandong, Peoples R China NIMH, Neuropsychol Lab, Bldg 9, Bethesda, MD 20892 USA Univ Wisconsin, Wisconsin Inst Discovery, Madison, WI USA Univ Oxford, Struct Genom Consortium, Oxford, England Weihenstephan Triesdorf Univ Appl Sci, TUM Campus Straubing Biotechnol & Sustainabil, Bioinformat, Straubing, Germany Univ Michigan, Cardiovasc Res, Ann Arbor, MI 48109 USA Bombay Coll Pharm, Pharmaceut Chem, Mumbai, Maharashtra, India Inst Invest Biol Clemente Estable, Dev Neurobiol, Montevideo, Uruguay Gem Hosp & Res Ctr, Surg Gastroenterol & HPB Surg, Coimbatore, Tamil Nadu, India Kafr El Sheikh Univ, Fac Sci, Dept Zool, Kafr Al Sheikh, Egypt Med Univ Innsbruck, Dept Internal Med 4, Innsbruck, Austria Australian Natl Univ, Div Biomed Sci & Biochem, Canberra, ACT, Australia Univ Cattolica Sacro Cuore, Appl Technol Neuropsychol Lab, Milan, Italy Shandong Inst Parasit Dis, Med Entomol, Jinan, Shandong, Peoples R China Kumamoto Univ, Sch Pharm, Kumamoto, Japan Nagoya City Univ, Grad Sch Pharmaceut Sci, Dept Biol Chem, Nagoya, Aichi, Japan Univ Karachi, ICCBS, PCMD, Jamil ur Rahman Ctr Genome Res, Karachi 75270, Pakistan Labormed Zentrum Dr Risch, Vaduz, Liechtenstein Univ Otago, Med, Dunedin, New Zealand KK Womens & Childrens Hosp, Maternal Fetal Med, Singapore, Singapore Albert Ludwigs Univ Freiburg, GERN Tissue Replacement Regenerat & Neogenesis, Dept Orthoped & Trauma Surg, Med Ctr,Fac Med, Freiburg, Germany Heinrich Heine Univ, Inst Biochem & Mol Biol, Dusseldorf, Germany Natl Univ Ireland Galway, Surg, Galway, Ireland Univ Western Australia, Inst Agr, Perth, WA, Australia Univ Oxford, Nuffield Dept Med, Oxford, England SingHlth Polyclin, Punggol Polyclin, Singapore, Singapore Med Univ Innsbruck, Bioctr, Div Biol Chem, Innsbruck, Austria La Trobe Univ, La Trobe Inst Mol Sci, Biochem & Genet, Melbourne, Vic, Australia Univ Bordeaux, INRA, Bordeaux, France Agr & Agri Food Canada, Lethbridge Res & Dev Ctr, Lethbridge, AB, Canada St George Hosp, Trauma & Orthopaed, London, England Max Planck Inst Dev Biol, Dept Prot Evolut, Tubingen, Germany Med Univ Lublin, Dept Gynaecol 2, Lublin, Poland ICIT, ICSI Analyt Natl Res & Dev, Ramnicu Valcea, VL, Romania Univ KwaZulu Natal, Occupat Therapy, Westville Campus, Durban, South Africa Inst Canc Res, Joint Dept Phys, London, England Karolinska Inst, Dept Mol Med & Surg, Solna, Sweden Wenzhou Med Univ, Affiliated Hosp 2, Orthopaed, Wenzhou, Zhejiang, Peoples R China Univ Republica, Fac Ciencias, Ctr Invest Nucl, Lab Virol Mol, Montevideo, Uruguay Univ Gothenburg, Dept Med Biochem & Cell Biol, Gothenburg, Sweden Charite Med Univ Berlin, Pediat Cardiol, Berlin, Germany Bambino Gesu Pediat Hosp, Dept Neurosci & Neurorehabil, Neurorehabil Unit, Rome, Italy Indiana Univ Sch Med Northwest, Microbiol & Immunol, Gary, IN USA Univ Regensburg, Dept Behav & Mol Neurobiol, Regensburg, Germany Univ Queensland, Diamantina Inst, Brisbane, Qld, Australia Translat Res Inst, Brisbane, Qld, Australia Univ Hong Kong, Sch Biomed Sci, Hong Kong, Peoples R China St Jude Childrens Res Hosp, Pharmaceut Sci Dept, 332 N Lauderdale St, Memphis, TN 38105 USA Univ Durham, Mus, Durham, England Univ Ioannina, Med Sch, Dept Hyg & Epidemiol, Ioannina, Greece Tech Univ Munich, Sch Life Sci Weihenstephan, Maximus von Imhof Forum 3, D-85354 Freising Weihenstephan, Germany Univ Hosp Essen, Inst Transfus Med, Essen, Germany Virginia Commonwealth Univ, Comp Sci, Richmond, VA USA Univ Queensland, Inst Social Sci Res, Brisbane, Qld, Australia Univ Lyon, Ctr Int Rech Infectiol, Lyon, France Griffith Univ, Sch Allied Hlth Sci, Gold Coast, Qld, Australia Univ Melbourne, Dept Biochem & Mol Biol, Parkville, Vic, Australia Indiana Univ Purdue Univ, Dept Biohlth Informat, Sch Informat & Comp, Indianapolis, IN 46202 USA Philipps Univ Marburg, Inst Lung Res, Marburg, Germany Indiana Univ, Dept Biol, Bloomington, IN USA Univ Florida, Oral Biol, Gainesville, FL USA Univ Colorado, Dept Biochem, Boulder, CO 80309 USA Kyoto Univ, Ctr Promot Interdisciplinary Educ & Res, Kyoto, Japan Friedrich Loeffler Inst, Inst Virus Diagnost, Greifswald, Germany Univ Oxford, Dept Zool, Oxford, England Tech Univ Munich, Dept Bioinformat, Munich, Germany Univ Adelaide, Sch Anim & Vet Sci, Adelaide, SA, Australia Stanford Univ, Canc Biol, Palo Alto, CA 94304 USA Covenant Univ, Dept Elect & Informat Engn, Ota, Nigeria Heinrich Heine Univ, Inst Stem Cell Res & Regenerat Med, Dusseldorf, Germany Univ British Columbia, Fac Pharmaceut Sci, Vancouver, BC, Canada Albert Einstein Coll Med, Psychiat, New York, NY USA Akdeniz Univ, Med Biol & Genet, Antalya, Turkey NIMH, NIH, Bethesda, MD 20892 USA Med Univ Hosp, Internal Med 1, Tubingen, Germany NET ESolut, Netelabs, Mclean, VA USA Univ Southern Denmark, Inst Publ Hlth, Odense, Denmark John Innes Ctr, Mol Microbiol, Norwich, Norfolk, England Univ Adelaide, Waite Res Precinct, Australian Res Council, Ctr Excellence Plant Energy Biol, Adelaide, SA, Australia Univ Cambridge, Cambridge Inst Publ Hlth, Cambridge, England Univ Munster, Inst Biochem, Munster, Germany Australian Natl Univ, Natl Ctr Epidemiol & Populat Hlth RSPH, Canberra, ACT, Australia Stanford Univ, Neurobiol & Bioengn, Palo Alto, CA 94304 USA Univ Birmingham, Geog Earth & Environm Sci, Birmingham, W Midlands, England Murdoch Univ, Sch Vet & Life Sci, Perth, WA, Australia George Mason Univ, Ctr Climate Change Commun, Fairfax, VA 22030 USA Univ Adelaide, Sch Agr Food & Wine, Adelaide, SA, Australia Southern Med Univ, Sch Pharmaceut Sci, Guangzhou, Guangdong, Peoples R China Stanford Univ, Pathol, Palo Alto, CA 94304 USA Univ Bologna, Dept Expt Diagnost & Specialty Med, Bologna, Italy Univ Padua, Dept Gen Psychol, Padua, Italy Huazhong Univ Sci & Technol, Coll Life Sci & Technol, Dept Bioinformat & Syst Biol, Key Lab Mol Biophys,Minist Educ, Wuhan, Hubei, Peoples R China Huazhong Univ Sci & Technol, Collaborat Innovat Ctr Biomed Engn, Wuhan, Hubei, Peoples R China Queensland Univ Technol, Sch Biomed Sci, Brisbane, Qld, Australia French Natl Ctr Sci Res, CNRS, Inst Biol Physicochim, Paris, France Univ Warwick, Dept Sociol, Coventry, W Midlands, England European Mol Biol Lab, Struct & Computat Biol, Heidelberg, Germany Univ Cincinnati, Coll Med, Canc Biol, Cincinnati, OH USA Univ Waterloo, Biol, Waterloo, ON, Canada Sorbonne Univ, CNRS, Integrat Biol Marine Models LBI2M, SBR, Roscoff, France Univ Manitoba, Biochem & Med Genet, Winnipeg, MB, Canada Max Planck Inst Solid State Res, Ultrafast Solid State Spect, Stuttgart, Germany Imperial Coll London, Sch Publ Hlth, Dept Infect Dis Epidemiol, London, England Mansoura Univ, Fac Vet Med, Biochem, Mansoura, Egypt Univ Virginia, Mol Physiol & Biol Phys, Charlottesville, VA USA China Univ Geosci, State Key Lab Biogeol & Environm Geol, Wuhan, Hubei, Peoples R China Clin Neurol & Psychiat Children & Youth, Child Psychiat, Belgrade, Serbia Ahvaz Jundishapur Univ Med Sci, Med Phys, Ahwaz, Iran Univ Iowa City, Coll Dent, Div Biostat & Computat Biol, Dept Prevent & Community Dent, Iowa City, IA USA Univ Iowa City, Coll Dent, Div Biostat & Computat Biol, Dept Biomed Engn, Iowa City, IA USA Univ Iowa City, Coll Dent, Div Biostat & Computat Biol, Dept Biostat, Iowa City, IA USA Univ Tubingen, Inst Med Psychol & Behav Neurobiol, Tubingen, Germany Univ Ibadan, Dept Zool, Ibadan, Nigeria Kansas State Univ, Coll Vet Med, Manhattan, KS 66506 USA Univ Tasmania, Sch Technol Environm & Design, Discipline ICT, Hobart, Tas, Australia Childrens Mercy Hosp, Radiol, Kansas City, MO 64108 USA Stockholm Univ, Dept Phys, Stockholm, Sweden Oslo Univ Hosp, Inst Canc Genet & Informat, Oslo, Norway CSIRO, CSIRO Mfg, Pullenvale, Qld, Australia Johns Hopkins Sch Med, Urol, Baltimore, MD USA Univ South Africa, Life & Consumer Sci, Johannesburg, South Africa German Ctr Neurodegenerat Dis, Mech Induced Plast Brain, Bonn, Germany UCL, Inst Child Hlth, Dev Biol & Canc, London, England Simon Fraser Univ, Biomed Physiol & Kinesiol, Burnaby, BC, Canada Univ Manchester, Ctr Hlth Informat, Manchester, Lancs, England Univ Queensland, Sch Human Movement & Nutr Sci, Brisbane, Qld, Australia Albert Einstein Coll Med, Dept Med, New York, NY USA Georgetown Univ, Kennedy Inst Eth, Washington, DC 20057 USA Dermatol Skin & Canc Fdn, Carlton, Vic, Australia Med Coll Wisconsin, Div Hematol, Milwaukee, WI 53226 USA Med Coll Wisconsin, Div Oncol, Milwaukee, WI 53226 USA Med Coll Wisconsin, Div Infect Dis, Milwaukee, WI 53226 USA US FDA, Off Biotechnol Prod, Washington, DC 20204 USA Worcester Polytech Inst, Biomed Engn, Worcester, MA 01609 USA Univ Adelaide, Ctr Orthopaed & Trauma Res, Adelaide, SA, Australia Publ Hlth England, Natl Infect Serv, Bristol, Avon, England Univ Utrecht, Fac Sci Chem, Utrecht, Netherlands Natl Univ Ireland Galway, Pathol, Galway, Ireland Imperial Coll London, NHLI, London, England Danube Private Univ, Neurodegenerat, Krems Donau, Austria Imperial Coll London, Dept Chem, London, England Univ Helsinki, Finnish Museum Nat Hist, Helsinki, Finland Univ Sydney, Sch Life & Environm Sci, Sydney, NSW, Australia Univ Nottingham, Nottingham Digest Dis Ctr, Nottingham, England Univ Toulouse, CNRS, ITAV, USR3505, Toulouse, France ASCR, Inst Mol Genet, CZ Openscreen, Prague, Czech Republic Univ Turku, Inst Biomed, Turku, Finland York Univ, Sch Kinesiol & Hlth Sci, Toronto, ON, Canada Univ Calif Los Angeles, Stein Eye Inst, Ophthalmol, Los Angeles, CA USA Agr & Agri Food Canada, Ottawa Res & Dev Ctr, Ottawa, ON, Canada Helmholtz Zentrum Geesthacht, Mat Design & Characterizat, Geesthacht, Germany Unvers Genova, Internal Med, Genoa, Italy Otto von Guericke Univ, Intelligent Catheter INKS, Magdeburg, Germany Univ Toledo, Canc Biol, 2801 W Bancroft St,Hlth Sci Campus, Toledo, OH 43606 USA CRUK Beatson Inst, Struct Biol, Glasgow, Lanark, Scotland Leibniz Inst Primate Res, Med RNA Biol, Gottingen, Germany Univ Limoges, PEIRENE, EA 7500, Limoges, France Hainan Univ, Vet Med, Haikou, Hainan, Peoples R China UCL, Sch Pharam, Pharmacognosy & Phytotherapy, London, England Univ Oulu, Ecol & Genet Res Unit, Oulu, Finland Rhein Westfal TH Aachen, Inst Biochem & Mol Immunol, Aachen, Germany Univ Stuttgart, Inst Biochem & Tech Biochem, Stuttgart, Germany Peking Univ, Shenzhen Grad Sch, Sch Chem Biol & Biotechnol, Shenzhen, Peoples R China GIGA Res Inst, Med Oncol, Liege, Belgium CHULiege, Liege, Belgium Fdn Bruno Kessler, MPBA, Trento, Italy Hokkaido Univ, Grad Sch Med, Dept Neurobiol, Sapporo, Hokkaido, Japan Univ Leuven, Oncol, Leuven, Belgium Chalmers Univ Technol, Dept Math Sci, Gothenburg, Sweden Radboud Univ Nijmegen, Med Ctr, Dept Neurol, Nijmegen, Netherlands Univ South Australia, Sch Informat Technol & Math Sci, Adelaide, SA, Australia Bio Thera Solut Ltd, Dept Computat Biol, Guangzhou, Guangdong, Peoples R China Inst Invest Biosanitario Granada IBS, Otolaryngol, Granada, Spain Curtin Univ, Sch Mol & Life Sci, Perth, WA, Australia Newcastle Univ, Inst Cellular Med, Newcastle Upon Tyne, Tyne & Wear, England Goethe Univ, Biol DCAL, Inst Pharm, Frankfurt, Germany Univ Lyon, ICBMS, UMR 5246, Lyon, France Inst Pasteur, Dept Genomes & Genet, Paris, France Univ Valencia, Pharmacol, Valencia, Spain Council Agr Res & Econ, Res Ctr Olive Citrus & Tree Fruit, Caserta, Italy Fraunhofer Inst Toxicol & Expt Med ITEM, Preclin Pharmacol & Vitro Toxicol, Hannover, Germany Univ Tasmania, Sch Med, Hobart, Tas, Australia Chugai Pharmaceut Co Ltd, Oncol Lifecycle Management Dept, Tokyo, Japan Univ Lubeck, Inst Neurobiol, Lubeck, Germany NYU, Sch Med, Neurol, New York, NY USA Univ Putra Malaysia, Dept Plant Pathol, Seri Kembangan, Malaysia Univ N Carolina, Biol, Chapel Hill, NC 27515 USA Univ Southampton, Fac Hlth Sci, Southampton, Hants, England Univ Highlands & Islands, Genet & Immunol Res Grp, Inverness, Scotland Heidelberg Univ, Inst Pathol, Heidelberg, Germany Indraprastha Inst Informat Technol, Dept Computat Biol, New Delhi, India Glasgow Caledonian Univ, Sch Hlth & Life Sci, Glasgow, Lanark, Scotland Liverpool John Moores Univ, Pharm & Biomol Sci, Liverpool, Merseyside, England Parkinsons Inst & Clin Ctr, Basic Res, Sunnyvale, CA USA Luxembourg Inst Sci & Technol, Environm Res & 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Kansas, Med Ctr, Family Med Res Div, Kansas City, KS 66103 USA ASTAR, Inst Mol & Cell Biol, Multimodal Mol Biol, Singapore, Singapore Univ Leuven, Dept Chron Dis Metab & Ageing, Leuven, Belgium Int Iberian Nanotechnol Lab INL, Braga, Portugal Anglia Ruskin, Comp & Technol, Cambridge, England Max Planck Inst Biochem, Struct Cell Biol, Planegg, Germany Univ Seville, Dept Comp Architecture & Technol, Seville, Spain Univ Colorado, EBIO, Boulder, CO 80309 USA Univ Manchester, Canc Sci, Manchester, Lancs, England Australian Natl Univ, Res Sch Populat Hlth, Canberra, ACT, Australia Singapore MIT Alliance Res & Technol, Biosyst, Singapore, Singapore Australian Catholic Univ, Mary MacKillop Inst Hlth Res, Musculoskeletal Hlth & Ageing Res Program, Melbourne, Vic, Australia Ruhr Univ Bochum, Gen Surg, St Josef Hosp, Bochum, Germany Northwest A&F Univ, Coll Life Sci, Xianyang, Shaanxi, Peoples R China Australian Natl Univ, Res Sch Biol, Div Plant Sci, Canberra, ACT, Australia Battelle Mem Inst, Clin & Nonclin Res, Columbus, OH USA Southern Methodist Univ, Biol Sci, Dallas, TX 75275 USA Teikyo Univ, Inst Med Mycol, Tokyo, Japan Tempus Labs, Bioinformat, Chicago, IL USA Hunan Univ, Coll Biol, Changsha, Hunan, Peoples R China Inst Cochin, Dept Infect Immun & Inflammat, Paris, France Royal Coll Surgeons Ireland, FutureNeuro Res Ctr Physiol & Med Phys, Dublin, Ireland Univ Jyvaskyla, Gerontol Res Ctr, Jyvaskyla, Finland Heidelberg Univ, Dept Anesthesiol, Heidelberg, Germany Penn State Univ, Biol, University Pk, PA 16802 USA Chinese Acad Sci, Inst Microbiol, State Key Lab Microbial Resources, Beijing, Peoples R China Univ Sci & Technol China, Sch Life Sci, Hefei, Anhui, Peoples R China Michigan State Univ, Anim Sci, E Lansing, MI 48824 USA SUNY Buffalo, Jacobs Sch Med & Biomed Sci, Dept Neurol, Buffalo Neuroimaging Anal Ctr, New York, NY USA Univ Rostock, Inst Biol Sci, Rostock, Germany South China Normal Univ, Sch Environm, Environm Res Inst, Guangzhou, Guangdong, Peoples R China Univ Bari, Dept Vet Med, Bari, Italy Radboud Univ Nijmegen, Med Ctr, Primary & Community Care, Nijmegen, Netherlands EcoHlth Alliance, New York, NY USA Mayo Clin, Cardiovasc Dept, Rochester, MN USA Med Univ Silesia, Sch Med Katowice, Dept Epidemiol, Katowice, Poland Univ Lleida, Anim Sci, Lleida, Spain Univ Florida, Coll Pharm, Pharmaceut Outcomes & Policy, Gainesville, FL USA Pacific Northwest Natl Lab, Earth & Biol Sci Directorate, Richland, WA 99352 USA Univ Edinburgh, Ctr Discovery Brain Sci, Edinburgh, Midlothian, Scotland Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA Univ Penn, Radiol, Philadelphia, PA 19104 USA Humanitas Univ & Res Hosp, Asthma & Allergy Unit, Biomed Sci Personalized Med, Rozzano, Italy Australian Natl Univ, Dept Quantum Sci, Canberra, ACT, Australia Carl von Ossietzky Univ Oldenburg, Ecol Genom, Oldenburg, Germany Int Med Univ, Paediat Dent & Orthodont, Kuala Lumpur, Malaysia Univ Ottawa, Sch Nursing, Ottawa, ON, Canada Maastricht Univ, Dept Educ Support, Maastricht, Netherlands Univ Manchester, Math, Manchester, Lancs, England Kings Coll London, Fac Life Sci & Med, Sch Populat Hlth Sci, London, England Queensland Univ Technol, Inst Hlth & Biomed Innovat, Brisbane, Qld, Australia Harbin Med Univ, Publ Hlth Sch, Epidemiol, Harbin, Heilongjiang, Peoples R China UiT Arctic Univ Norway, Dept Chem, Tromso, Norway Cornell Univ, Biol Stat & Computat Biol, Ithaca, NY USA East China Normal Univ, Sch Ecol & Environm Sci, Shanghai Key Lab Urban Ecol Proc & Ecorestorat, Shanghai, Peoples R China Johannes Gutenberg Univ Mainz, Fac Biol, Mainz, Germany Univ Massachusetts, Food Sci, Amherst, MA 01003 USA Max Planck Inst Terr Microbiol, Complex Adapt Traits Res Grp, Marburg, Germany NIHR Biomed Res Ctr Resp, Ctr Exercise & Rehabil Sci, Leicester, Leics, England Yale Univ, Dept Internal Med, Sect Endocrinol, New Haven, CT USA Sardar Patel Univ, Dept Biosci, Anand, Gujarat, India Univ Tokyo, Dept Appl Phys, Tokyo, Japan Univ Cologne, Vivo Res Facil ivRF, Cologne Excellence Cluster Cellular Stress Respon, Cologne, Germany Natl Open Univ Nigeria, Dept Publ Hlth Sci, Lagos, Nigeria Univ Hosp Regensburg, Dept Radiol, Regensburg, Germany Natl Univ Singapore, Geog, Singapore, Singapore Alfaisal Univ, Coll Med, Riyadh, Saudi Arabia Abdelmalek Essaadi Univ, Fac Sci & Techn Tangier, Biomed Genom & Oncogenet Res Lab, Tetouan, Morocco Tech Univ Munich, Fac Sport & Hlth Sci, Exercise Biol Grp, Munich, Germany Univ Santiago de Compostela, Dept Psicoloxia Social Basica & Metodoloxia, Galiza, Spain Griffith Univ, Signal Proc Lab, Brisbane, Qld, Australia Univ Ghent, Dept Neurol, Ghent, Belgium Ghent Univ Hosp, Ghent, Belgium Univ Ghent, Fac Vet Med, Merelbeke, Belgium Albert Einstein Coll Med, Inst Clin & Translat Res, New York, NY USA Anglia Ruskin Univ, Fac Med Sci, Cambridge, England Peking Univ, Coll Chem & Mol Engn, Beijing, Peoples R China Herlev & Gentofte Hosp, Dept Dermatol & Allergy, Hellerup, Denmark Lady Cilento Childrens Hosp, Med Imaging & Nucl Med, Brisbane, Qld, Australia Univ Gambia, Sch Med & Allied Hlth Sci, Nursing & Reprod Hlth, Brikama, Gambia Univ Sydney, Woolcock Inst Med Res, Sydney, NSW, Australia Wayne State Univ, Comp Sci, Detroit, MI USA Aberdeen Royal Infirm, Otolaryngol, Aberdeen, Scotland Univ Toronto, Lab Med & Pathobiol, Toronto, ON, Canada Chinese Univ Hong Kong, Inst Ageing, Hong Kong, Peoples R China Univ Nebraska Med Ctr, Emergency Med, Omaha, NE USA Univ Florida, Coll Med, Pathol, Gainesville, FL USA Univ Texas MD Anderson Canc Ctr, Radiat Oncol, Houston, TX 77030 USA Univ Pisa, Translat Res NTMS, Pisa, Italy Magna Grecia Univ, Clin & Expt Med, Catanzaro, Italy Univ Vermont, Larner Coll Med, Pediat, Burlington, VT USA Sun Yat Sen Univ, Canc Ctr, Diagnost & Intervent Ultrasound, Guangzhou, Guangdong, Peoples R China Fudan Univ, Inst Brain Sci, Shanghai, Peoples R China Shanxi Agr Univ, Coll Agron, Jinzhong, Shanxi, Peoples R China Univ Toronto, Inst Med Sci, Toronto, ON, Canada Univ Adelaide, ARCPOH, Adelaide, SA, Australia Pelita Harapan Univ, Fac Med, Cardiol & Vasc Med, Tangerang, Indonesia Inst Mental Hlth, Res Div, Singapore, Singapore UCL, MRC Clin Trials Unit, London, England Univ Padua, Dept Philosophy Sociol Educ & Appl Psychol FISPPA, Padua, Italy Univ Lubeck, Dept Psychiat & Psychotherapy, Lubeck, Germany Dalian Univ Technol, Ctr Mol Med, Dalian, Liaoning, Peoples R China Tianjin United Family Healthcare, Reprod Med, Tianjin, Peoples R China Univ Autonoma Barcelona, Dept Engn Quim Biol & Ambiental, Barcelona, Spain Sao Paulo State Univ UNESP, Dept Anim Sci, Sao Paulo, Brazil Helmholtz Zentrum Munchen, Inst Computat Biol, Canc Syst Biol, Ingolstadter Land Str 1, D-85764 Munich, Germany Univ Tokyo, Dept Cardiovasc Med, Tokyo, Japan Sao Paulo State Univ, Vet Clin, Sao Paulo, Brazil Zhejiang Univ, Inst Biotechnol, Hangzhou, Zhejiang, Peoples R China Aarhus Univ, Dept Mol Biol & Genet, Aarhus, Denmark Univ Manchester, St Marys Hosp, Maternal & Fetal Hlth, Manchester, Lancs, England Univ New Mexico, Internal Med, Albuquerque, NM 87131 USA Mayo Clin, Div Biomed Stat & Informat, Jacksonville, FL 32224 USA King Saud Univ, Plant Prod, Riyadh, Saudi Arabia Polish Acad Sci, Inst Genet & Anim Breeding, Dept Mol Biol, Warsaw, Poland Queensland Univ Technol, Optometry & Vis Sci, Brisbane, Qld, Australia Univ Nottingham, Sch Life Sci, Nottingham, England Canc Council Queensland, Canc Res Ctr, Brisbane, Qld, Australia Umea Univ, Dept Chem, Umea, Sweden Publ Hlth England, Ctr Radiat Chem & Environm Hazards, Bristol, Avon, England Univ Campania L Vanvitelli, DISTABIF, Caserta, Italy Bartshealth, Obstet & Gyanecol, London, England Univ Clermont Auvergne, GReD Lab, Clermont Ferrand, France INRA Abeilles & Environm, Avignon, France Queensland Univ Technol, Sch Publ Hlth & Social Work, Brisbane, Qld, Australia Univ Penn, Psychiat, Philadelphia, PA 19104 USA Novosibirsk State Univ, Res Inst Physiol & Basic Med, Novosibirsk, Russia UCL, Dept Chem, London, England La Trobe Univ, Anim Plant & Soil Sci, Melbourne, Vic, Australia Univ Arizona, Epidemiol & Biostat, Tucson, AZ USA Univ Groningen, Univ Med Ctr Groningen, ERIBA, Groningen, Netherlands Univ Gothenburg, Inst Clin Sci, Dept Radiat Phys, Gothenburg, Sweden SUNY Upstate Med Univ, Biochem & Mol Biol, Syracuse, NY 13210 USA Fundacao Oswaldo Cruz, Ctr Pesquisas Goncalo Moniz, Salvador, Bahia, Brazil Inst Environm Sci & Res ESR, Food Water & Environm Microbiol, Christchurch, New Zealand Univ Otago, Food Sci, Dunedin, New Zealand Florida Atlantic Univ, Biomed Sci, Boca Raton, FL 33431 USA Univ Queensland, Inst Mol Biosci, Brisbane, Qld, Australia Univ Hosp Wurzburg, Inst Clin Neurobiol, Wurzburg, Germany Inst Trop Med, Publ Hlth, Antwerp, Belgium Univ Thessaly, Sch Hlth Sci, Fac Med, Dept Rheumatol & Clin Immunol, Larisa, Greece Univ Basel, UZB Univ Ctr Dent Med, Dept Orthodont & Pediat Dent, Basel, Switzerland Sorbonne Univ, Museum Natl Hist Nat, Inst Systemat Evolut Biodiversite ISYEB, MNHN,CNRS,UMR 7205,EPHE, Paris, France CNRS, Inst Adv Biosci, Paris, France Univ Western Australia, Sch Mol Sci, Perth, WA, Australia Univ Ft Hare, Biochem & Microbiol, Alice, South Africa Univ Tubingen, Phys, Tubingen, Germany Griffith Univ, Sch Environm & Sci, Brisbane, Qld, Australia Philosoph Theol Hsch Vallendar, Stat & Standardised Methods, Vallendar, Germany Imperial Coll London, Life Sci, London, England Univ Adelaide, Adelaide Med Sch, Adelaide, SA, Australia Univ Nebraska Med Ctr, Dept Pharmacol & Expt Neurosci, Omaha, NE USA Technol Univ Dublin, FOCAS Res Inst, Dublin, Ireland INSERM, Natl Inst Hlth & Med Res, Canc Res Ctr Toulouse, Paris, France Univ Santiago de Compostela, Dept Bioloxia Func, Grp BRAINSHARK, Galiza, Spain Univ Nebraska, Biol, Kearney, NE USA Univ Autonoma Barcelona, Dept Genet & Microbiol, Barcelona, Spain Univ Pisa, Chem & Ind Chem, Pisa, Italy Univ Manchester, Wellcome Trust Ctr Cell Matrix Res, Manchester, Lancs, England Univ 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, 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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 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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
Published: 2019
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107. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

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

108. Applying knowledge-driven mechanistic inference to toxicogenomics

Author: Tripodi, Ignacio J., primary, Callahan, Tiffany J., additional, Westfall, Jessica T., additional, Meitzer, Nayland S., additional, Dowell, Robin D., additional, and Hunter, Lawrence E., additional
Published: 2019
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109. A Data Element-Function Conceptual Model for Data Quality Checks

Author: Rogers, James R., primary, Callahan, Tiffany J., additional, Kang, Tian, additional, Bauck, Alan, additional, Khare, Ritu, additional, Brown, Jeffrey S., additional, Kahn, Michael G., additional, and Weng, Chunhua, additional
Published: 2019
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110. Open Agile text mining for bioinformatics: the PubAnnotation ecosystem

Author: Kim, Jin-Dong, primary, Wang, Yue, additional, Fujiwara, Toyofumi, additional, Okuda, Shujiro, additional, Callahan, Tiffany J, additional, and Cohen, K Bretonnel, additional
Published: 2019
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111. Murine trophoblast-derived and pregnancy-associated exosome-enriched extracellular vesicle microRNAs: Implications for placenta driven effects on maternal physiology

Author: Stefanski, Adrianne L., primary, Martinez, Nadine, additional, Peterson, Lisa K., additional, Callahan, Tiffany J., additional, Treacy, Eric, additional, Luck, Marisa, additional, Friend, Samantha F., additional, Hermesch, Amy, additional, Maltepe, Emin, additional, Phang, Tzu, additional, Dragone, Leonard L., additional, and Winn, Virginia D., additional
Published: 2019
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112. Nature and scope of certified nurse-midwifery practice: A workforce study

Author: Hastings-Tolsma, Marie, primary, Foster, Sarah Wilcox, additional, Brucker, Mary C., additional, Nodine, Priscilla, additional, Burpo, Rebecca, additional, Camune, Barbara, additional, Griggs, Jackie, additional, and Callahan, Tiffany J., additional
Published: 2018
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113. Utilization of a biomedical device (VeinViewer® ) to assist with peripheral intravenous catheter (PIV) insertion for pediatric nurses

Author: McNeely, Heidi L., primary, Ream, Theresa L., additional, Thrasher, Jodi M., additional, Dziadkowiec, Oliwier, additional, and Callahan, Tiffany J., additional
Published: 2018
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114. OWL-NETS: Transforming OWL Representations for Improved Network Inference

Author: Callahan, Tiffany J., primary, Baumgartner, William A., additional, Bada, Michael, additional, Stefanski, Adrianne L., additional, Tripodi, Ignacio, additional, White, Elizabeth K., additional, and Hunter, Lawrence E., additional
Published: 2017
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115. Reporting Data Quality Assessment Results: Identifying Individual and Organizational Barriers and Solutions

Author: Callahan, Tiffany J., primary, Barnard, Juliana G., additional, Helmkamp, Laura J., additional, Maertens, Julie A., additional, and Kahn, Michael G., additional
Published: 2017
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116. A Comparison of Data Quality Assessment Checks in Six Data Sharing Networks

Author: Callahan, Tiffany J., primary, Bauck, Alan E., additional, Bertoch, David, additional, Brown, Jeff, additional, Khare, Ritu, additional, Ryan, Patrick B., additional, Staab, Jenny, additional, Zozus, Meredith N., additional, and Kahn, Michael G., additional
Published: 2017
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117. A Harmonized Data Quality Assessment Terminology and Framework for the Secondary Use of Electronic Health Record Data

Author: Kahn, Michael G., primary, Callahan, Tiffany J., additional, Barnard, Juliana, additional, Bauck, Alan E., additional, Brown, Jeff, additional, Davidson, Bruce N., additional, Estiri, Hossein, additional, Goerg, Carsten, additional, Holve, Erin, additional, Johnson, Steven G., additional, Liaw, Siaw-Teng, additional, Hamilton-Lopez, Marianne, additional, Meeker, Daniella, additional, Ong, Toan C., additional, Ryan, Patrick, additional, Shang, Ning, additional, Weiskopf, Nicole G., additional, Weng, Chunhua, additional, Zozus, Meredith N., additional, and Schilling, Lisa, additional
Published: 2016
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118. Semantic Relations in Compound Nouns: Perspectives from Inter-Annotator Agreement.

Author: Yadav, Prabha, Jezek, Elisabetta, Bouillon, Pierrette, Callahan, Tiffany J., Bada, Michael, Hunter, Lawrence E., and Cohen, K. Bretonnel
Subjects: MEDICAL language, CELL migration, MEDICAL electronics, NOUNS, SEMANTICS
Abstract: Semantic relations have been studied for decades without yet reaching consensus on the set of these relations. However, biomedical language processing and ontologies rely on these relations, so it is important to be able to evaluate their suitability. In this paper we examine the role of interannotator agreement in choosing between competing proposals regarding the set of such relations. The experiments consisted of labeling the semantic relations between two elements of noun-noun compounds (e.g. cell migration). Two judges annotated a dataset of terms from the biomedical domain using two competing sets of relations and analyzed the inter-annotator agreement. With no training and little documentation, agreement on this task was fairly high and disagreements were consistent. The results support the utility of the relation-based approach to semantic representation. [ABSTRACT FROM AUTHOR]
Published: 2017
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119. Utilization of a biomedical device (VeinViewer®) to assist with peripheral intravenous catheter (PIV) insertion for pediatric nurses.

Author: McNeely, Heidi L., Ream, Theresa L., Thrasher, Jodi M., Dziadkowiec, Oliwier, and Callahan, Tiffany J.
Subjects: LIGHTING equipment, CAREER development, CONFIDENCE, FISHER exact test, INTRAVENOUS catheterization, LONGITUDINAL method, NEEDS assessment, NURSES, NURSING, NURSING career counseling, PEDIATRIC nursing, SENSORY perception, RESEARCH, RESEARCH funding, SURVEYS, STATISTICAL power analysis, SOCIAL learning theory, RANDOMIZED controlled trials, DATA analysis software, MANN Whitney U Test
Abstract: Abstract: Purpose: Vascular access in pediatric patients can be challenging even with the currently available technological resources. This nurse‐driven research study explored time, cost, and resources for intravenous access to determine if a biomedical device, VeinViewer® Vision, would facilitate improvements in pediatric access. In addition, this study looked at nurse perceptions of skills and confidence around intravenous insertion and if the use of the VeinViewer® impacted these perceptions. Literature examining pediatric intravenous access success rates compared with nurse perceived skills and confidence is lacking. Design: Nonblinded randomized control trial of pediatric nurses working in an acute care hospital setting. Methods: A preliminary needs assessment solicited feedback from nurses regarding their practice, perceived skills, and confidence with placing peripheral intravenous catheters (PIVs). Due to the results of the preliminary needs assessment, a research study was designed and 40 nurses were recruited to participate. The nurses were randomized into either a VeinViewer® or standard practice group. Nurse participants placed intravenous catheters on hospitalized pediatric patients using established procedures while tracking data for the study. Results: Needs assessment showed a majority of nurses felt a biomedical device would be helpful in building their intravenous insertion skills and their confidence. The study results did not demonstrate any clinically significant differences between VeinViewer® use and standard practice for intravenous catheter insertion in pediatric patients for success of placement, number of attempts, or overall cost. In addition, no difference was noted between nurses in either group on perceived skills or confidence with insertion of PIVs. Practice implications: The ongoing need for resources focused on building nurse skills and confidence for PIV insertion was highlighted and organizations should continue to direct efforts toward developing skills and competency for staff that are responsible for pediatric vascular access. This study illustrates the importance of data‐driven decision‐making for expensive hospital‐funded equipment purchases. This nursing led research study highlights how perceptions do not always align with outcomes. The lessons gleaned from this study may aid in decision‐making around pediatric intravenous access practice. [ABSTRACT FROM AUTHOR]
Published: 2018
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120. Associations between fractional anisotropy and problematic alcohol use in juvenile justice-involved adolescents

Author: Thayer, Rachel E., primary, Callahan, Tiffany J., additional, Weiland, Barbara J., additional, Hutchison, Kent E., additional, and Bryan, Angela D., additional
Published: 2013
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121. Nucleus Accumbens Volume Is Associated with Frequency of Alcohol Use among Juvenile Justice-Involved Adolescents

Author: Thayer, Rachel E., primary, Crotwell, Shirley M., additional, Callahan, Tiffany J., additional, Hutchison, Kent E., additional, and Bryan, Angela D., additional
Published: 2012
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122. What can neuroimaging tell us about treatment? The treatment implications of a go/nogo task with high risk adolescents

Author: Callahan, Tiffany J., primary, Ewing, Sarah Feldstein, additional, Magnan, Renee, additional, Hutchison, Kent E., additional, and Bryan, Angela D., additional
Published: 2010
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123. Self-Determination Theory in Sport: Needs Satisfaction and Motivation Among College Athletes

Author: Callahan, Tiffany J., primary and Bryan, Angela, additional
Published: 2009
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124. Peer Norms Among High Risk Adolescents: Gender Differences in Risky Sexual Behavior and Marijuana Use

Author: Callahan, Tiffany J., primary
Published: 2009
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125. Ontologizing Health Systems Data at Scale: Making Translational Discovery a Reality

Author: Tiffany J. Callahan, Adrianne L. Stefanski, Jordan M. Wyrwa, Chenjie Zeng, Anna Ostropolets, Juan M. Banda, William A. Baumgartner, Richard D. Boyce, Elena Casiraghi, Ben D. Coleman, Janine H. Collins, Sara J. Deakyne Davies, James A. Feinstein, Asiyah Y. Lin, Blake Martin, Nicolas A. Matentzoglu, Daniella Meeker, Justin Reese, Jessica Sinclair, Sanya B. Taneja, Katy E. Trinkley, Nicole A. Vasilevsky, Andrew E. Williams, Xingmin A. Zhang, Joshua C. Denny, Patrick B. Ryan, George Hripcsak, Tellen D. Bennett, Melissa A. Haendel, Peter N. Robinson, Lawrence E. Hunter, Michael G. Kahn, Callahan, Tiffany J [0000-0002-8169-9049], Wyrwa, Jordan M [0000-0002-5455-5859], Casiraghi, Elena [0000-0003-2024-7572], Collins, Janine H [0000-0002-8716-3261], Deakyne Davies, Sara J [0000-0002-8602-1624], Martin, Blake [0000-0001-5683-8310], Taneja, Sanya B [0000-0003-1707-1617], Williams, Andrew E [0000-0002-0692-412X], Robinson, Peter N [0000-0002-0736-9199], Kahn, Michael G [0000-0003-4786-6875], and Apollo - University of Cambridge Repository
Subjects: FOS: Computer and information sciences, J.3, Computer Science - Artificial Intelligence, 42 Health Sciences, Medicine (miscellaneous), 3 Good Health and Well Being, Databases (cs.DB), Health Informatics, Open Biomedical Ontologies, 4203 Health Services and Systems, Interoperability, Mappings, Computer Science Applications, Semantic Alignment, Artificial Intelligence (cs.AI), Networking and Information Technology R&D (NITRD), Computer Science - Databases, Health Information Management, Genetics, Patient Safety, OMOP
Abstract: Background: Common data models solve many challenges of standardizing electronic health record (EHR) data, but are unable to semantically integrate all the resources needed for deep phenotyping. Open Biological and Biomedical Ontology (OBO) Foundry ontologies provide computable representations of biological knowledge and enable the integration of heterogeneous data. However, mapping EHR data to OBO ontologies requires significant manual curation and domain expertise. Objective: We introduce OMOP2OBO, an algorithm for mapping Observational Medical Outcomes Partnership (OMOP) vocabularies to OBO ontologies. Results: Using OMOP2OBO, we produced mappings for 92,367 conditions, 8611 drug ingredients, and 10,673 measurement results, which covered 68-99% of concepts used in clinical practice when examined across 24 hospitals. When used to phenotype rare disease patients, the mappings helped systematically identify undiagnosed patients who might benefit from genetic testing. Conclusions: By aligning OMOP vocabularies to OBO ontologies our algorithm presents new opportunities to advance EHR-based deep phenotyping., This work was supported by funding from the National Library of Medicine (T15LM009451) to Lawrence E. Hunter and (T15LM007079) to George Hripcsak.
Published: 2022
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126. Characterizing Patient Representations for Computational Phenotyping.

Author: Callahan TJ, Stefanksi AL, Ostendorf DM, Wyrwa JM, Davies SJD, Hripcsak G, Hunter LE, and Kahn MG
Subjects: Humans, Phenotype, Rare Diseases, Machine Learning
Abstract: Patient representation learning methods create rich representations of complex data and have potential to further advance the development of computational phenotypes (CP). Currently, these methods are either applied to small predefined concept sets or all available patient data, limiting the potential for novel discovery and reducing the explainability of the resulting representations. We report on an extensive, data-driven characterization of the utility of patient representation learning methods for the purpose of CP development or automatization. We conducted ablation studies to examine the impact of patient representations, built using data from different combinations of data types and sampling windows on rare disease classification. We demonstrated that the data type and sampling window directly impact classification and clustering performance, and these results differ by rare disease group. Our results, although preliminary, exemplify the importance of and need for data-driven characterization in patient representation-based CP development pipelines., (©2022 AMIA - All rights reserved.)
Published: 2023

127. Knowledge-Driven Mechanistic Enrichment of the Preeclampsia Ignorome.

Author: Callahan TJ, Stefanski AL, Kim JD, Baumgartner WA, Wyrwa JM, and Hunter LE
Subjects: Pregnancy, Female, Humans, Computational Biology methods, Placenta, Fetus, Pre-Eclampsia genetics
Abstract: Preeclampsia is a leading cause of maternal and fetal morbidity and mortality. Currently, the only definitive treatment of preeclampsia is delivery of the placenta, which is central to the pathogenesis of the disease. Transcriptional profiling of human placenta from pregnancies complicated by preeclampsia has been extensively performed to identify differentially expressed genes (DEGs). The decisions to investigate DEGs experimentally are biased by many factors, causing many DEGs to remain uninvestigated. A set of DEGs which are associated with a disease experimentally, but which have no known association to the disease in the literature are known as the ignorome. Preeclampsia has an extensive body of scientific literature, a large pool of DEG data, and only one definitive treatment. Tools facilitating knowledge-based analyses, which are capable of combining disparate data from many sources in order to suggest underlying mechanisms of action, may be a valuable resource to support discovery and improve our understanding of this disease. In this work we demonstrate how a biomedical knowledge graph (KG) can be used to identify novel preeclampsia molecular mechanisms. Existing open source biomedical resources and publicly available high-throughput transcriptional profiling data were used to identify and annotate the function of currently uninvestigated preeclampsia-associated DEGs. Experimentally investigated genes associated with preeclampsia were identified from PubMed abstracts using text-mining methodologies. The relative complement of the text-mined- and meta-analysis-derived lists were identified as the uninvestigated preeclampsia-associated DEGs (n=445), i.e., the preeclampsia ignorome. Using the KG to investigate relevant DEGs revealed 53 novel clinically relevant and biologically actionable mechanistic associations.
Published: 2023

128. Increased risk of psychiatric sequelae of COVID-19 is highest early in the clinical course.

Author: Coleman B, Casiraghi E, Blau H, Chan L, Haendel M, Laraway B, Callahan TJ, Deer RR, Wilkins K, Reese J, and Robinson PN
Abstract: Background: COVID-19 has been shown to increase the risk of adverse mental health consequences. A recent electronic health record (EHR)-based observational study showed an almost two-fold increased risk of new-onset mental illness in the first 90 days following a diagnosis of acute COVID-19., Methods: We used the National COVID Cohort Collaborative, a harmonized EHR repository with 2,965,506 COVID-19 positive patients, and compared cohorts of COVID-19 patients with comparable controls. Patients were propensity score-matched to control for confounding factors. We estimated the hazard ratio (COVID-19:control) for new-onset of mental illness for the first year following diagnosis. We additionally estimated the change in risk for new-onset mental illness between the periods of 21-120 and 121-365 days following infection., Findings: We find a significant increase in incidence of new-onset mental disorders in the period of 21-120 days following COVID-19 (3.8%, 3.6-4.0) compared to patients with respiratory tract infections (3%, 2.8-3.2). We further show that the risk for new-onset mental illness decreases over the first year following COVID-19 diagnosis compared to other respiratory tract infections and demonstrate a reduced (non-significant) hazard ratio over the period of 121-365 days following diagnosis. Similar findings are seen for new-onset anxiety disorders but not for mood disorders., Interpretation: Patients who have recovered from COVID-19 are at an increased risk for developing new-onset mental illness, especially anxiety disorders. This risk is most prominent in the first 120 days following infection., Funding: National Center for Advancing Translational Sciences (NCATS).
Published: 2021
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129. A Biomedically oriented automatically annotated Twitter COVID-19 Dataset.

Author: Robles Hernandez LA, Callahan TJ, and Banda JM
Abstract: The use of social media data, like Twitter, for biomedical research has been gradually increasing over the years. With the COVID-19 pandemic, researchers have turned to more nontraditional sources of clinical data to characterize the disease in near real-time, study the societal implications of interventions, as well as the sequelae that recovered COVID-19 cases present (Long-COVID). However, manually curated social media datasets are difficult to come by due to the expensive costs of manual annotation and the efforts needed to identify the correct texts. When datasets are available, they are usually very small and their annotations do not generalize well over time or to larger sets of documents. As part of the 2021 Biomedical Linked Annotation Hackathon, we release our dataset of over 120 million automatically annotated tweets for biomedical research purposes. Incorporating best practices, we identify tweets with potentially high clinical relevance. We evaluated our work by comparing several SpaCy-based annotation frameworks against a manually annotated gold-standard dataset. Selecting the best method to use for automatic annotation, we then annotated 120 million tweets and released them publicly for future downstream usage within the biomedical domain.
Published: 2021

130. Challenges in defining Long COVID: Striking differences across literature, Electronic Health Records, and patient-reported information.

Author: Rando HM, Bennett TD, Byrd JB, Bramante C, Callahan TJ, Chute CG, Davis HE, Deer R, Gagnier J, Koraishy FM, Liu F, McMurry JA, Moffitt RA, Pfaff ER, Reese JT, Relevo R, Robinson PN, Saltz JH, Solomonides A, Sule A, Topaloglu U, and Haendel MA
Abstract: Since late 2019, the novel coronavirus SARS-CoV-2 has introduced a wide array of health challenges globally. In addition to a complex acute presentation that can affect multiple organ systems, increasing evidence points to long-term sequelae being common and impactful. The worldwide scientific community is forging ahead to characterize a wide range of outcomes associated with SARS-CoV-2 infection; however the underlying assumptions in these studies have varied so widely that the resulting data are difficult to compareFormal definitions are needed in order to design robust and consistent studies of Long COVID that consistently capture variation in long-term outcomes. Even the condition itself goes by three terms, most widely "Long COVID", but also "COVID-19 syndrome (PACS)" or, "post-acute sequelae of SARS-CoV-2 infection (PASC)". In the present study, we investigate the definitions used in the literature published to date and compare them against data available from electronic health records and patient-reported information collected via surveys. Long COVID holds the potential to produce a second public health crisis on the heels of the pandemic itself. Proactive efforts to identify the characteristics of this heterogeneous condition are imperative for a rigorous scientific effort to investigate and mitigate this threat., Competing Interests: Declaration of Conflicts of Interest Julie A. McMurry: Cofounder, Pryzm Health; Melissa A. Haendel: co-founder Pryzm Health
Published: 2021
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131. A Data Element-Function Conceptual Model for Data Quality Checks.

Author: Rogers JR, Callahan TJ, Kang T, Bauck A, Khare R, Brown JS, Kahn MG, and Weng C
Abstract: Introduction: In aggregate, existing data quality (DQ) checks are currently represented in heterogeneous formats, making it difficult to compare, categorize, and index checks. This study contributes a data element-function conceptual model to facilitate the categorization and indexing of DQ checks and explores the feasibility of leveraging natural language processing (NLP) for scalable acquisition of knowledge of common data elements and functions from DQ checks narratives., Methods: The model defines a "data element", the primary focus of the check, and a "function", the qualitative or quantitative measure over a data element. We applied NLP techniques to extract both from 172 checks for Observational Health Data Sciences and Informatics (OHDSI) and 3,434 checks for Kaiser Permanente's Center for Effectiveness and Safety Research (CESR)., Results: The model was able to classify all checks. A total of 751 unique data elements and 24 unique functions were extracted. The top five frequent data element-function pairings for OHDSI were Person-Count (55 checks), Insurance-Distribution (17), Medication-Count (16), Condition-Count (14), and Observations-Count (13); for CESR, they were Medication-Variable Type (175), Medication-Missing (172), Medication-Existence (152), Medication-Count (127), and Socioeconomic Factors-Variable Type (114)., Conclusions: This study shows the efficacy of the data element-function conceptual model for classifying DQ checks, demonstrates early promise of NLP-assisted knowledge acquisition, and reveals the great heterogeneity in the focus in DQ checks, confirming variation in intrinsic checks and use-case specific "fitness-for-use" checks., Competing Interests: The authors have no competing interests to declare.
Published: 2019
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132. Three Dimensions of Reproducibility in Natural Language Processing.

Author: Cohen KB, Xia J, Zweigenbaum P, Callahan TJ, Hargraves O, Goss F, Ide N, Névéol A, Grouin C, and Hunter LE
Abstract: Despite considerable recent attention to problems with reproducibility of scientific research, there is a striking lack of agreement about the definition of the term. That is a problem, because the lack of a consensus definition makes it difficult to compare studies of reproducibility, and thus to have even a broad overview of the state of the issue in natural language processing. This paper proposes an ontology of reproducibility in that field. Its goal is to enhance both future research and communication about the topic, and retrospective meta-analyses. We show that three dimensions of reproducibility, corresponding to three kinds of claims in natural language processing papers, can account for a variety of types of research reports. These dimensions are reproducibility of a conclusion , of a finding , and of a value. Three biomedical natural language processing papers by the authors of this paper are analyzed with respect to these dimensions.
Published: 2018

133. Utilization of a biomedical device (VeinViewer ® ) to assist with peripheral intravenous catheter (PIV) insertion for pediatric nurses.

Author: McNeely HL, Ream TL, Thrasher JM, Dziadkowiec O, and Callahan TJ
Subjects: Catheterization, Peripheral methods, Child, Child, Preschool, Female, Humans, Longitudinal Studies, Male, Nursing Research, Phlebotomy methods, Catheterization, Peripheral instrumentation, Clinical Competence, Equipment and Supplies statistics & numerical data, Pediatric Nursing methods, Phlebotomy instrumentation
Abstract: Purpose: Vascular access in pediatric patients can be challenging even with the currently available technological resources. This nurse-driven research study explored time, cost, and resources for intravenous access to determine if a biomedical device, VeinViewer ® Vision, would facilitate improvements in pediatric access. In addition, this study looked at nurse perceptions of skills and confidence around intravenous insertion and if the use of the VeinViewer ® impacted these perceptions. Literature examining pediatric intravenous access success rates compared with nurse perceived skills and confidence is lacking., Design: Nonblinded randomized control trial of pediatric nurses working in an acute care hospital setting., Methods: A preliminary needs assessment solicited feedback from nurses regarding their practice, perceived skills, and confidence with placing peripheral intravenous catheters (PIVs). Due to the results of the preliminary needs assessment, a research study was designed and 40 nurses were recruited to participate. The nurses were randomized into either a VeinViewer ® or standard practice group. Nurse participants placed intravenous catheters on hospitalized pediatric patients using established procedures while tracking data for the study., Results: Needs assessment showed a majority of nurses felt a biomedical device would be helpful in building their intravenous insertion skills and their confidence. The study results did not demonstrate any clinically significant differences between VeinViewer ® use and standard practice for intravenous catheter insertion in pediatric patients for success of placement, number of attempts, or overall cost. In addition, no difference was noted between nurses in either group on perceived skills or confidence with insertion of PIVs., Practice Implications: The ongoing need for resources focused on building nurse skills and confidence for PIV insertion was highlighted and organizations should continue to direct efforts toward developing skills and competency for staff that are responsible for pediatric vascular access. This study illustrates the importance of data-driven decision-making for expensive hospital-funded equipment purchases. This nursing led research study highlights how perceptions do not always align with outcomes. The lessons gleaned from this study may aid in decision-making around pediatric intravenous access practice., (© 2018 Wiley Periodicals, Inc.)
Published: 2018
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134. OWL-NETS: Transforming OWL Representations for Improved Network Inference.

Author: Callahan TJ, Baumgartner WA, Bada M, Stefanski AL, Tripodi I, White EK, and Hunter LE
Subjects: Algorithms, Computational Biology methods, Humans, Internet, Knowledge Bases, Language, Machine Learning, Models, Biological, Semantics, Biological Ontologies statistics & numerical data
Abstract: Our knowledge of the biological mechanisms underlying complex human disease is largely incomplete. While Semantic Web technologies, such as the Web Ontology Language (OWL), provide powerful techniques for representing existing knowledge, well-established OWL reasoners are unable to account for missing or uncertain knowledge. The application of inductive inference methods, like machine learning and network inference are vital for extending our current knowledge. Therefore, robust methods which facilitate inductive inference on rich OWL-encoded knowledge are needed. Here, we propose OWL-NETS (NEtwork Transformation for Statistical learning), a novel computational method that reversibly abstracts OWL-encoded biomedical knowledge into a network representation tailored for network inference. Using several examples built with the Open Biomedical Ontologies, we show that OWL-NETS can leverage existing ontology-based knowledge representations and network inference methods to generate novel, biologically-relevant hypotheses. Further, the lossless transformation of OWL-NETS allows for seamless integration of inferred edges back into the original knowledge base, extending its coverage and completeness.
Published: 2018

135. A Comparison of Data Quality Assessment Checks in Six Data Sharing Networks.

Author: Callahan TJ, Bauck AE, Bertoch D, Brown J, Khare R, Ryan PB, Staab J, Zozus MN, and Kahn MG
Abstract: Objective: To compare rule-based data quality (DQ) assessment approaches across multiple national clinical data sharing organizations., Methods: Six organizations with established data quality assessment (DQA) programs provided documentation or source code describing current DQ checks. DQ checks were mapped to the categories within the data verification context of the harmonized DQA terminology. To ensure all DQ checks were consistently mapped, conventions were developed and four iterations of mapping performed. Difficult-to-map DQ checks were discussed with research team members until consensus was achieved., Results: Participating organizations provided 11,026 DQ checks, of which 99.97 percent were successfully mapped to a DQA category. Of the mapped DQ checks (N=11,023), 214 (1.94 percent) mapped to multiple DQA categories. The majority of DQ checks mapped to Atemporal Plausibility (49.60 percent), Value Conformance (17.84 percent), and Atemporal Completeness (12.98 percent) categories., Discussion: Using the common DQA terminology, near-complete (99.97 percent) coverage across a wide range of DQA programs and specifications was reached. Comparing the distributions of mapped DQ checks revealed important differences between participating organizations. This variation may be related to the organization's stakeholder requirements, primary analytical focus, or maturity of their DQA program. Not within scope, mapping checks within the data validation context of the terminology may provide additional insights into DQA practice differences., Conclusion: A common DQA terminology provides a means to help organizations and researchers understand the coverage of their current DQA efforts as well as highlight potential areas for additional DQA development. Sharing DQ checks between organizations could help expand the scope of DQA across clinical data networks.
Published: 2017
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136. Semantic Relations in Compound Nouns: Perspectives from Inter-Annotator Agreement.

Author: Yadav P, Jezek E, Bouillon P, Callahan TJ, Bada M, Hunter LE, and Cohen KB
Subjects: Health Occupations, Documentation, Natural Language Processing, Semantics
Abstract: Semantic relations have been studied for decades without yet reaching consensus on the set of these relations. However, biomedical language processing and ontologies rely on these relations, so it is important to be able to evaluate their suitability. In this paper we examine the role of inter-annotator agreement in choosing between competing proposals regarding the set of such relations. The experiments consisted of labeling the semantic relations between two elements of noun-noun compounds (e.g. cell migration). Two judges annotated a dataset of terms from the biomedical domain using two competing sets of relations and analyzed the inter-annotator agreement. With no training and little documentation, agreement on this task was fairly high and disagreements were consistent. The results support the utility of the relation-based approach to semantic representation.
Published: 2017

137. A Harmonized Data Quality Assessment Terminology and Framework for the Secondary Use of Electronic Health Record Data.

Author: Kahn MG, Callahan TJ, Barnard J, Bauck AE, Brown J, Davidson BN, Estiri H, Goerg C, Holve E, Johnson SG, Liaw ST, Hamilton-Lopez M, Meeker D, Ong TC, Ryan P, Shang N, Weiskopf NG, Weng C, Zozus MN, and Schilling L
Abstract: Objective: Harmonized data quality (DQ) assessment terms, methods, and reporting practices can establish a common understanding of the strengths and limitations of electronic health record (EHR) data for operational analytics, quality improvement, and research. Existing published DQ terms were harmonized to a comprehensive unified terminology with definitions and examples and organized into a conceptual framework to support a common approach to defining whether EHR data is 'fit' for specific uses., Materials and Methods: DQ publications, informatics and analytics experts, managers of established DQ programs, and operational manuals from several mature EHR-based research networks were reviewed to identify potential DQ terms and categories. Two face-to-face stakeholder meetings were used to vet an initial set of DQ terms and definitions that were grouped into an overall conceptual framework. Feedback received from data producers and users was used to construct a draft set of harmonized DQ terms and categories. Multiple rounds of iterative refinement resulted in a set of terms and organizing framework consisting of DQ categories, subcategories, terms, definitions, and examples. The harmonized terminology and logical framework's inclusiveness was evaluated against ten published DQ terminologies., Results: Existing DQ terms were harmonized and organized into a framework by defining three DQ categories: (1) Conformance (2) Completeness and (3) Plausibility and two DQ assessment contexts: (1) Verification and (2) Validation. Conformance and Plausibility categories were further divided into subcategories. Each category and subcategory was defined with respect to whether the data may be verified with organizational data, or validated against an accepted gold standard, depending on proposed context and uses. The coverage of the harmonized DQ terminology was validated by successfully aligning to multiple published DQ terminologies., Discussion: Existing DQ concepts, community input, and expert review informed the development of a distinct set of terms, organized into categories and subcategories. The resulting DQ terms successfully encompassed a wide range of disparate DQ terminologies. Operational definitions were developed to provide guidance for implementing DQ assessment procedures. The resulting structure is an inclusive DQ framework for standardizing DQ assessment and reporting. While our analysis focused on the DQ issues often found in EHR data, the new terminology may be applicable to a wide range of electronic health data such as administrative, research, and patient-reported data., Conclusion: A consistent, common DQ terminology, organized into a logical framework, is an initial step in enabling data owners and users, patients, and policy makers to evaluate and communicate data quality findings in a well-defined manner with a shared vocabulary. Future work will leverage the framework and terminology to develop reusable data quality assessment and reporting methods.
Published: 2016
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138. Evaluating an Integrative Theoretical Framework for HIV Sexual Risk among Juvenile Justice involved Adolescents.

Author: Magnan RE, Callahan TJ, Ladd BO, Claus ED, Hutchison KE, and Bryan AD
Abstract: Juvenile justice involved youth are at great risk for negative outcomes of risky sexual behavior including HIV/AIDS. Given the strong connection between alcohol use and risky sex in this population, it is important to consider alcohol use in interventions designed to decrease risky sexual behavior. This paper provides support for an integrative translational model that incorporates psychosocial, neurobiological, and genetic factors to better predict alcohol-related sexual risk behavior. Specifically, we present the design, methods, and baseline data from a complex randomized control trial, Project SHARP (Sexual Health and Adolescent Risk Prevention) in order to illustrate how this broad array of factors can best predict alcohol-related sexual risk behavior. Participants were justice-involved adolescents (n=284) who completed an fMRI and self-report assessments prior to randomization to either a sexual risk plus alcohol risk reduction group intervention or to an information-only contact control group intervention. Structural equation modeling was utilized and findings supported the hypothesized relationships in the translational model. Preliminary data suggest that interventions among justice-involved adolescents targeting alcohol-related sexual risk behavior may be more effective if a biopsychosocial approach is considered.
Published: 2013

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