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2. Adapting the patch-cut system to implement forest assisted migration.

Author

Nolet, Philippe, Béland, Martin, and Messier, Christian

Subjects
CLIMATE change adaptation, SILVICULTURAL systems, FOREST management, TREE mortality, SOCIAL acceptance
Abstract

As the Anthropocene tightens its grip on the world, forests are facing escalating disturbance rates, tree mortality, degradation and risks of catastrophic collapses. A popular and controversial proposition is to enhance forests' response diversity by adding novel tree species with missing functional traits through forest assisted migration (FAM). Beyond tests of the survival and growth of southern species or provenances in colder regions and studies of the socio-ecological challenges facing FAM, little interest has been paid to the silvicultural system for FAM implementation. Yet, the topic could influence its biological success, social acceptability, and economic feasibility. For example, southern light-intolerant tree species introduced into northern uneven-aged forests may experience a lack of light availability. Likewise, implementing FAM in clearcuts raises social acceptability issues. The patch-cut system combines advantages of even- and uneven-aged systems useful for FAM; however, perhaps due to the difficulty of its operationalization, it is rarely used. We propose a new way to implement the patch-cut system, enabling from the get-go to plan the location and timing of treatment of each patch in a stand. We discuss the advantages that this revisited patch-cut system presents for FAM: (i) the testing of various planting environments, (ii) easy monitoring in an adaptative management context where each patch is a replicate of a repeated-measure experiment and (iii) low intensity planting for efficient future dispersion of species adapted to a changing climate. We end with a call for the development of an international network of FAM trials within the revised patch-cut system. [ABSTRACT FROM AUTHOR]

Published
2024
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4. Increased levels of harvest may favour sugar maple regeneration over American beech in northern hardwoods

Author

St-Jean, Émilie, Meunier, Sébastien, Nolet, Philippe, Messier, Christian, Achim, Alexis, St-Jean, Émilie, Meunier, Sébastien, Nolet, Philippe, Messier, Christian, and Achim, Alexis

Abstract

The increasing dominance of American beech regeneration (Fagus grandifolia Ehrh.) to the expense of sugar maple (Acer saccharum Marsh.) challenges the long-term economic viability of forest management in northern hardwoods. Based on earlier studies showing that more light in the understory favours sugar maple over beech, the irregular shelterwood system has shifted from experimental to operational over the last decade. In this paper, we evaluate the success of this shift toward irregular shelterwood for promoting sugar maple over beech by measuring the frequency, abundance of sugar maple and beech seedlings and saplings, and growth of seedlings three to six years after logging in northern hardwood forests of western Quebec, Canada. Results showed a dominance of beech regeneration regardless of the harvest intensity, particularly among tall seedlings and saplings. However, we found that the transition probability indices (projected relative combined abundance and growth) of sugar maple could be favoured, albeit to a limited extent, by an increased basal area removal, particularly where the initial occurrence of sugar maple in the advance seedling regeneration is lower than 60% and the initial beech basal area is low in the overstory (i.e. < 6 m2 ha−1). Our results highlight the importance of refining our operational management strategy to effectively limit the increasing abundance of regeneration of American beech over sugar maple in northern hardwood forests.

Published
2023

5. Contributions of a global network of tree diversity experiments to sustainable forest plantations

Author

Verheyen, Kris, Vanhellemont, Margot, Auge, Harald, Baeten, Lander, Baraloto, Christopher, Barsoum, Nadia, Bilodeau-Gauthier, Simon, Bruelheide, Helge, Castagneyrol, Bastien, Godbold, Douglas, Haase, Josephine, Hector, Andy, Jactel, Hervé, Koricheva, Julia, Loreau, Michel, Mereu, Simone, Messier, Christian, Muys, Bart, Nolet, Philippe, Paquette, Alain, Parker, John, Perring, Mike, Ponette, Quentin, Potvin, Catherine, Reich, Peter, Smith, Andy, Weih, Martin, and Scherer-Lorenzen, Michael

Published
2016
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7. Geomorphological and meteorological drivers of ephemeral pond hydrology in the Canadian shield forest.

Author

Roux, Marjolaine, Larocque, Marie, Nolet, Philippe, and Bizhanimanzar, Mohammad

Subjects
HYDROLOGY, EPHEMERAL streams, PONDS, SPRING, WATER table, REGRESSION analysis
Abstract

Ephemeral ponds in cold and humid forested regions are often vulnerable because of their small size and ephemeral nature. The aim of this study was to identify the geomorphological and meteorological drivers of ephemeral pond hydrology in the forests of cold and humid climates. A multi‐year study of 40 ponds was conducted in the Kenauk forest located in the Canadian Shield of the Outaouais region (Quebec, Canada). Pond bathymetry, mineral and organic sediment thickness, watershed area, slope, canopy cover and maximum depth were measured in‐situ. The spring hydroperiod (the period during which there is water in the ponds between April and October) as well as the surface and groundwater recession rates were measured throughout the study period, from 2016 to 2020. Data from this study show that ponds located at lower altitudes in the landscape are larger, receive water from a larger area, and have longer hydroperiods than ponds located at higher altitudes. The results demonstrated a connection between the ponds and the surrounding aquifer. Spring and early summer precipitation was shown to affect hydroperiods the most, while summer precipitation influenced the presence of water in the ponds from April to October. Winter precipitation appear determinant for pond recession rates. Simple multiple regression models were able to simulate hydroperiods and hydroperiod indices relatively well, but pond recession rates were not well represented by the models. This study brings original multi‐year and multi‐site data identifying parameters and variables that determine ephemeral pond hydrology in cold and humid climates. The results provide new insights into their resilience on the landscape and bring new arguments for their long‐term protection. [ABSTRACT FROM AUTHOR]

Published
2023
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11. Liming has a limited effect on sugar maple--American beech dynamics compared with beech sapling elimination and canopy opening

Author

Nolet, Philippe, Delagrange, Sylvain, Bannon, Kim, Messier, Christian, and Kneeshaw, Daniel

Subjects
Beech -- Environmental aspects, Maple -- Environmental aspects, Forest management -- Methods, Earth sciences
Abstract

Sugar maple (SM, Acer saccharum Marsh.) dominated forests of North America are increasingly affected by many human-induced modifications in environmental conditions. As a remedy, adapted silvicultural treatments are needed. Even though it is generally accepted that SM health is related to soil fertility and even though there is extensive literature on SM-American beech (AB, Fagus grandifolia Ehrh.) regeneration stand dynamics related to light availability, the interaction between these two factors has rarely been studied. Our main objective was thus to verify the possible role of a light-soil interaction on SM-AB stand dynamics. We used a factorial design with three factors (harvest intensity, liming, and AB sapling elimination) to test this interaction. Our results showed that the radial growth of SM and AB tree and sapling growth was positively affected by canopy opening but not by liming. Liming did not favour AB seedlings, whereas it favoured SM seedlings in specific canopy opening situations, confirming, albeit partially, the light-soil interaction hypothesis. Overall, liming had very limited effects on SM-AB stand dynamics compared with canopy opening and AB sapling elimination treatments. We do not advocate the extensive use of liming, as other silvicultural strategies tested provided more promising results to favour SM over AB. Key words: maple-beech dynamics, liming, fertilization, hardwood silviculture, hardwood regeneration. Les forets nord-americaines dominees par l'erable a sucre (ERS, Acer saccharum Marsh.) sont de plus en plus influencees par des modifications des conditions environnementales d'origine anthropique. Pour remedier a cette situation, des traitements sylvicoles adaptes sont necessaires. Meme s'il est generalement accepte que la sante de l'ERS est liee a la fertilite du sol et qu'il y a une litterature abondante sur la dynamique de la regeneration des peuplements composes d'ERS et de hetre a grandes feuilles (HEG, Fagus grandifolia Ehrh.) en fonction de la disponibilite de lumiere, l'interaction entre ces deux facteurs a rarement ete etudiee. Notre objectif principal etait donc de verifier le role potentiel d'une interaction entre la lumiere et le sol sur la dynamique des peuplements composes d'ERS et de HEG. Nous avons utilise un dispositif factoriel a trois facteurs (intensite de recolte, chaulage et elimination des gaules de hetre) pour tester cette interaction. Nos resultats montrent que la croissance radiale des arbres et des gaules d'ERS et de HEG etait positivement influencee par l'ouverture du couvert, mais pas par le chaulage. Le chaulage n'a pas favorise les semis de HEG, mais il a favorise ceux d'ERS dans des situations specifiques d'ouverture du couvert, ce qui confirme, bien que partiellement, l'hypothese de l'interaction entre la lumiere et le sol. Globalement, le chaulage a eu des effets tres limites sur la dynamique des peuplements composes d'ERS et de HEG comparativement aux traitements d'ouverture du couvert et d'elimination des gaules de HEG. Nous ne preconisons pas l'utilisation generalisee du chaulage puisque les autres strategies sylvicoles testees ont produit des resultats plus prometteurs pour favoriser l'ERS aux depens du HEG. [Traduit par la Redaction] Mots-cles: dynamique de l'erabliere a hetre, chaulage, fertilisation, sylviculture des feuillus, regeneration en feuillus., Introduction For decades, forest ecologists have attempted to understand the mechanisms that drive changes in forest composition to predict future conditions. This understanding is crucial in an era of global [...]

Published
2015
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13. Validation of a new spatially explicit process-based model (HETEROFOR) to simulate structurally and compositionally complex forest stands in eastern North America.

Author

Guignabert, Arthur, Ponette, Quentin, André, Frédéric, Messier, Christian, Nolet, Philippe, and Jonard, Mathieu

Subjects
MAPLE sugar, SUGAR maple, FOREST surveys, TREE growth, MAPLE, TEMPERATE forests
Abstract

Process-based forest growth models with spatially explicit representation are relevant tools to investigate innovative silviculture practices and/or climate change effects because they are based on key ecophysiological processes and account for the effects of local competition for resources on tree growth. Such models are rare and are often calibrated for a very limited number of species and rarely for mixed and/or uneven-aged stands, and none are suitable for the temperate forests of Québec. The aim of this study was to calibrate and evaluate HETEROFOR (HETEROgeneous FORest), a process-based and spatially explicit model based on resource sharing, for 23 functionally diverse tree species in forest stands with contrasting species compositions and environmental conditions in southern Quebec. Using data from the forest inventory of Quebec, we evaluated the ability of HETEROFOR to predict the short-term growth (5–16 years) of these species at the tree and stand levels and the long-term dynamics (120 years) of red and sugar maple stands. The comparison between the prediction quality of the calibration and evaluation datasets showed the robustness of the model performance in predicting individual-tree growth. The model reproduced correctly the individual basal area increment (BAI) of the validation dataset, with a mean Pearson's correlation coefficient of 0.56 and a mean bias of 18 %. Our results also highlighted that considering tree position is of importance for predicting individual-tree growth most accurately in complex stands with both vertically and horizontally heterogeneous structures. The model also showed a good ability to reproduce BAI at the stand level, both for monospecific (bias of - 3.7 %; Pearson's r=0.55) and multi-species stands (bias of - 9.1 %; Pearson's r=0.62). Long-term simulations of red maple and sugar maple showed that HETEROFOR was able to accurately predict the growth (basal area and height) and mortality processes from the seedling stage to the mature stand. Our results suggest that HETEROFOR is a reliable option to simulate forest growth in southern Quebec and to test new forestry practices under future climate scenarios. [ABSTRACT FROM AUTHOR]

Published
2023
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14. Validation of a new spatially-explicit process-based model (HETEROFOR) to simulate structurally and compositionally complex stands in eastern North-America.

Author

Guignabert, Arthur, Ponette, Quentin, André, Frédéric, Messier, Christian, Nolet, Philippe, and Jonard, Mathieu

Subjects
TREE growth, MAPLE sugar, SUGAR maple, FOREST surveys, MAPLE, NUMBERS of species
Abstract

Process-based forest growth models with spatially explicit representation are a relevant tool to investigate innovative silviculture practices and/or climate change effects because they are based on key ecophysiological processes and account for the effects of local competition for resources on tree growth. Such models are rare, often calibrated for a very limited number of species and rarely in mixed and/or uneven-aged stands, and none are suitable for the temperate forests of Québec. The aim of this study was to calibrate and evaluate HETEROFOR, a process-based and spatially explicit model based on resource sharing, for 23 functionally diverse tree species in forest stands with contrasting species compositions and environmental conditions in southern Québec. Using data from the forest inventory of Québec, we evaluated the ability of HETEROFOR to predict the short-term growth (5-16 years) of these species at the tree and stand levels, and the long-term dynamics (120 years) of red and sugar maple stands. The comparison between the prediction quality for the calibration and evaluation datasets showed the robustness of the model performance in predicting individual tree growth. The model reproduced correctly individual basal area increment (BAI) of the validation dataset with a mean Pearson’s correlation coefficient of 0.56 and a mean bias of 18%. Our results also highlighted that considering tree position is of importance for predicting individual tree growth most accurately in complex stands with both vertical and horizontal heterogeneous structure. The model also showed a good ability to reproduce BAI at the stand level, both for monospecific (bias of -3.7%, Pearson’s r = 0.55) and multi-species stands (bias of -9.1%, Pearson’s r = 0.62). Long-term simulations of red maple and sugar maple showed that HETEROFOR was able to accurately predict the growth (basal area and height) and mortality processes from the seedling stage to the mature stand. Our results suggest that HETEROFOR is a reliable option to simulate forest growth in southern Québec and test new forestry practices under future climate scenarios. [ABSTRACT FROM AUTHOR]

Published
2022
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15. Relationship between canopy disturbance history and current sapling density of Fagus grandifolia and Acer saccharum in a northern hardwood landscape

Author

Nolet, Philippe, Bouffard, Daniel, Doyon, Frederik, and Delagrange, Sylvain

Subjects
Beech -- Distribution, Forest dynamics -- Evaluation, Population density -- Evaluation, Maple -- Distribution, Earth sciences, Company distribution practices, Distribution, Evaluation
Abstract

Abstract: To shed light on the currently increasing proportion of Fagus grandifolia Ehrh. saplings in the tolerant hardwood forests of Quebec, we studied 48 Acer saccharum Marsh. dominated stands with [...]

Published
2008

16. Advances and Promises of Epigenetics for Forest Trees

Author

Amaral, Joana, Ribeyre, Zoé, Vigneaud, Julien, Sow, Mamadou Dia, Fichot, Régis, Messier, Christian, Pinto, Gloria, Nolet, Philippe, Maury, Stéphane, Amaral, Joana, Ribeyre, Zoé, Vigneaud, Julien, Sow, Mamadou Dia, Fichot, Régis, Messier, Christian, Pinto, Gloria, Nolet, Philippe, and Maury, Stéphane

Abstract

The importance of tree genetic variability in the ability of forests to respond and adapt to environmental changes is crucial in forest management and conservation. Along with genetics, recent advances have highlighted “epigenetics” as an emerging and promising field of research for the understanding of tree phenotypic plasticity and adaptive responses. In this paper, we review recent advances in this emerging field and their potential applications for tree researchers and breeders, as well as for forest managers. First, we present the basics of epigenetics in plants before discussing its potential for trees. We then propose a bibliometric and overview of the literature on epigenetics in trees, including recent advances on tree priming. Lastly, we outline the promises of epigenetics for forest research and management, along with current gaps and future challenges. Research in epigenetics could use highly diverse paths to help forests adapt to global change by eliciting different innovative silvicultural approaches for natural- and artificial-based forest management.

Published
2020

20. Advances and Promises of Epigenetics for Forest Trees

Author

Amaral, Joana, primary, Ribeyre, Zoé, additional, Vigneaud, Julien, additional, Sow, Mamadou Dia, additional, Fichot, Régis, additional, Messier, Christian, additional, Pinto, Gloria, additional, Nolet, Philippe, additional, and Maury, Stéphane, additional

Published
2020
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22. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Author

Zeineb, Zian, Brown, Peter, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M. F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W. K., Engel, Michael S., Chandrasekaran, Arun Richard, Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., Raaij, Mark J. van, Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Hüttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P. M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E. D. R., Liew, Alan W. C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok-Hian, Boehme, Karen A., Brenneisen, Peter, Brown, James A. L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverría, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuív, Páraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian V., Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D. A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Md Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C. G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad Bilal, Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A. M. J. J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H. G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helanterä, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, Keersmaecker, Kim de, Kristiansson, Erik, Leeuw, Frank-Erik de, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martín, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O’Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M. C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P. S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J. L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Inês Mendes, Reschke, Cristina R., Sillanpää, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzálezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J. N., Gutiérrez-Sacristán, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Tröder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T. K., Cooper, Jeffrey, Esnakula, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O. M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A. T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Brühl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sònia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C. S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D’Angiulli, Amedeo, Dahms, Tanya E. S., Daigle, France, Dalgleish, Raymond, Danielsen, Håvard E., Darras, Sébastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X. C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., García-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Pérez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, Hilaire, Cynthia St, Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O. L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R. B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R. 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M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo A. 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Liegbig Univ, EBI, Max Planck Inst Marine Microbiol, Max Planck Inst Human Dev, King Faisal Univ, Iowa State Univ, Delft Univ Technol, Shinko Mem Hosp, James Madison Univ, Univ Hosp Ulm, Univ Essex, Alpha Altis, Fed Univ Oye, Helsinki Univ Hosp, Univ Aveiro, Univ Botswana, Universidade Federal da Bahia (UFBA), Queen Mary Univ London, Natl Univ Pharm, Univ Bolton, Gen Hosp Northern Theater Command, Doctors Hosp, Hannover Med Sch, Iran Univ Sci & Technol, Khalifa Univ Sci & Technol, Shaoxing Peoples Hosp, AIIMS, Tokyo Med Univ, Univ Hosp Zurich, Univ Maryland, Stellenbosch Univ, China Agr Univ, Osaka Univ, Univ Washington, Natl Res Council Italy, Charles Sturt Univ, Shantou Univ, Shanxi Univ, Georgia Inst Technol, XtalPi Inc, Consejo Nacl Invest Cient & Tecn, Jinan Univ, Univ Texas Hlth Sci Ctr Houston, Weill Cornell Med, Guangdong Inst Appl Biol Resources, Shandong Normal Univ, South China Agr Univ, Liaoning Acad Agr Sci, Lawson Hlth Res Inst, Univ Canberra, Emory Univ, Nottingham Trent Univ, Univ Exeter, Hillingdon Hosp NHS Fdn Trust, Natl & Kapodistrian Univ Athens, Lausanne Univ Hosp, Queens Univ Belfast, Cold Spring Harbor Lab, Hosp Clin Porto Alegre, Univ Paris 05, Indian Inst Adv Res, Bambino Ges Childrens Res Hosp, Univ Cadiz, Mansoura Univ Hosp, Ctr Expertise & Biol Diagnost Cameroon, Swiss Fed Labs Mat Sci & Technol, Assiut Univ, Univ Derby, SUNY Stony Brook, Walter & Eliza Hall Inst Med Res, Janelia Res Campus, USDA ARS, Med Univ Graz, Ajou Univ, Univ Dundee, Tech Univ Dresden, Natl Univ Hlth Syst, Univ Canterbury, Univ Hosp Southern Denmark, Baylor Coll Med, Adnan Menderes Univ Aydin, Oasi Res Inst IRCCS, LSHTM, Leibniz Univ Hannover, Xi An Jiao Tong Univ, Shenzhen Univ, Cent South Univ, Univ Bridgeport, Texas Tech Univ, Univ Montana, NHLBI, Cleveland Clin, NARO, Eduardo Mondlane Univ, RAS, Beijing Inst Technol, Univ Hlth Network, Univ Bath, Fisheries & Oceans Canada, Queensland Govt, Uppsala Univ, Childrens Canc Hosp, Leibniz Inst Nat Prod Res & Infect Biol, Duy Tan Univ, Henan Agr Univ, Beijing Inst Microbiol & Epidemiol, Minist Hlth, Prince Sattam Bin Abdulaziz Univ, Univ Auckland, Osped Niguarda Ca Granda, Univ Vet Med, Univ Saskatchewan, Univ Coimbra, South Cent High Specialty Hosp, Wageningen Bioveterinary Res, Guangdong Second Prov Gen Hosp, Hiroshima Univ, Univ Iceland, Kathmandu Univ, Fraunhofer MEVIS, Univ Tehran Med Sci, Univ Messina, AO Papardo Hosp Messina, Univ Stirling, Saveh Univ Med Sci, Gakujutsu Shien Co Ltd, Univ Plymouth, CHU Toulouse, Azorean Biodivers Grp, Univ Acores, Univ Malawi, Bioself Commun, Ahmadu Bello Univ, Dalhousie Univ, VisMederi Srl, Amer Univ Beirut, Mechnikov Res Inst Vaccines & Sera, Vreden Russian Res Inst Traumatol & Orthopaed, Hangzhou Ctr Dis Control & Prevent, Kaohsiung Med Univ, Zoetis, Aintree Univ Hosp NHS Fdn Trust, Wrightington Hosp, Loyola Univ, Atkins Vet Serv, Kangwon Natl Univ, Kakatiya Med Coll, Univ Antioquia, IISER, Univ Rosario, Univ Hosp Basel, Univ Hosp Munster, Univ Kentucky, Univ Calif Irvine, Univ Hosp Leuven, Chongqing Med Univ, Childrens Hosp Kings Daughters, China Three Gorges Univ, and Xiangtan Univ

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

Made available in DSpace on 2020-12-11T01:57:28Z (GMT). No. of bitstreams: 0 Previous issue date: 2019-10-29 Griffith University Gowonda HPC Cluster Queensland Cyber Infrastructure Foundation Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research. 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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 Care Med, Edegem, Belgium Aarhus Univ Hosp, Endocrinol, Aarhus, Denmark Univ Pretoria, Ctr Transport Dev, Ind & Syst Engn, Pretoria, South Africa Duke Univ, Dept Biostat & Bioinformat, Durham, NC USA Pontificia Univ Catolica Goias, Med Pharmaceut & Biomed Sci Sch, Goiania, Go, Brazil Karolinska Inst, Danderyd Hosp, Dept Clin Sci, Div Cardiovasc Med, Stockholm, Sweden UCL, Clin Educ & Hlth Psychol, London, England KRIBB, Dev & Differentiat Res Ctr, Daejeon, South Korea Univ dArtois, Lab Barriere Hematoencephal, Arras, France AstraZeneca, IMED Biotech Unit, Discovery Sci, Quantitat Biol, Cambridge, England Pacific Northwest Natl Lab, Environm Mol Sci Lab, Richland, WA 99352 USA Coventry Univ, Appl Maths Res Ctr, Stat Phys Grp, Coventry, W Midlands, England Wilton Ctr, Invista Performance Technol, Cleveland, England Thunen Inst Forest Genet, Genome Res, Grosshansdorf, Germany Lebanese Amer Univ, Nat Sci, Byblos, Lebanon Takeda, Evidence & Value Generat, Osaka, Japan King Abdullah Int Med Res Ctr, Stem Cell & Regenerat Med, Riyadh, Saudi Arabia Univ Bahri, Ind Pulp & Paper, Khartoum, Sudan Univ Queensland, Mater Med Res Inst, Mater Res Inst, Brisbane, Qld, Australia Colorado State Univ, NREL, Ft Collins, CO 80523 USA Rzeszow Univ Hosp, Ob Gyn Dept, Rzeszow, Poland Univ Leeds, Fac Biol Sci, Leeds, W Yorkshire, England Massachusetts Gen Hosp, Endocrine Unit, Boston, MA 02114 USA Carl von Ossietzky Univ Oldenburg, Neurosci, Oldenburg, Germany UNSW, St George & Sutherland Clin Sch, Microbiome Res Ctr, Sydney, NSW, Australia NYU, Sch Med, Dept Biochem, New York, NY 10016 USA NYU, Sch Med, Dept Mol Pharmacol, New York, NY USA Univ Mississippi, Med Ctr, Med Infect Dis, Jackson, MS 39216 USA Tampere Univ, Fac Social Sci Psychol, Tampere, Finland Univ Cyprus, Dept Biol Sci, Nicosia, Cyprus Goethe Univ, Inst Med Microbiol & Infect Control, Frankfurt, Germany Charite Med Univ Berlin, Inst Radiol, Berlin, Germany Univ Cologne, Univ Hosp Cologne, Internal Med 1, Cologne, Germany Univ Calif Los Angeles, Sch Dent, Sect Periodont, Los Angeles, CA 90024 USA Aalborg Univ Hosp, Dept Clin Biochem, Aalborg, Denmark Manipal Acad Higher Educ, Pharm Practice, Manipal, Karnataka, India Univ Tokyo, Inst Med Sci, Dept Radiol, Tokyo, Japan Cukurova Univ, Family Med, Fac Med, Adana, Turkey Catholic Univ Korea, Coll Med, Dept Humanities & Social Med, Seoul, South Korea Univ Ghent, Food Technol Safety & Hlth, Ghent, Belgium UNSW Sydney, Sch Biol Earth & Environm Sci BEES, Sydney, NSW, Australia St Vincent Shoulder & Sports Clin, Res Unit, Vienna, Austria Cornell Univ, Biomed Engn, Ithaca, NY USA Leibniz Inst Plant Genet & Crop Plant Res IPK, Res Grp Bioinformat & Informat Technol, Gatersleben, Germany Univ Europea Madrid, Sch Doctoral Studies, Madrid, Spain CSIRO Mfg, Biomed Mfg, Melbourne, Vic, Australia Depaul Univ, Biol Sci, Chicago, IL 60604 USA Konkuk Univ, Dept Anim Sci & Technol, Seoul, South Korea Chang Gung Univ, Grad Inst Med Mechatron, Taoyuan, Taiwan Korea Univ, Coll Med, Psychiat, Seoul, South Korea Princeton Univ, Chem, Princeton, NJ 08544 USA Henan Univ Chinese Med, Henan Key Lab Chinese Med Resp Dis, Zhengzhou, Henan, Peoples R China Univ Med Ctr Mainz, Dept Psychiat & Psychotherapy, Mainz, Germany Monash Univ Malaysia, Sch Sci, Selangor, Malaysia Univ Mississippi, Med Ctr, Physiol & Biophys, Jackson, MS 39216 USA Univ Oslo, Dept Transplantat Med, Oslo, Norway Sichuan Agr Univ, Triticeae Res Inst, Yaan, Sichuan, Peoples R China Guangzhou Univ Chinese Med, Gastroenterol, Guangzhou, Guangdong, Peoples R China Southeast Univ, Sch Biol Sci & Med Engn, Suzhou, Jiangsu, Peoples R China Mt Allison Univ, Biol, Sackville, NB, Canada Ithaca Coll, Biol, Ithaca, NY 14850 USA Univ Cagliari, Dept Med Sci & Publ Hlth, Monserrato, Italy Univ Vienna, Chromosome Biol, Vienna, Austria Univ Zurich, Nephrol, Zurich, Switzerland Friedrich Schiller Univ, Inst Nutr Sci, Jena, Germany UNSW Sydney, Grad Sch Biomed Engn, Sydney, NSW, Australia Tulane Univ, Sch Med, Biochem & Mol Biol, 1430 Tulane Ave, New Orleans, LA 70112 USA NINDS, NIH, Bldg 36,Rm 4D04, Bethesda, MD 20892 USA NIH, NCBI, Natl Lib Med, Bldg 10, Bethesda, MD 20892 USA LOreal Res & Innovat, Aulnay Sous Bois, France Lund Univ, Dept Psychol, Malmo, Sweden Catholic Univ Louvain, Inst Rech Expt & Clin, Brussels, Belgium Georgia State Univ, Neurosci Inst, Atlanta, GA 30303 USA Univ Melbourne, Ophthalmol, Surg, Parkville, Vic, Australia Univ Western Australia, Ctr Ophthalmol & Visual Sci, Perth, WA, Australia Iran Univ Med Sci, Med Phys, Fac Med, Tehran, Iran Salk Inst Biol Studies, Cellular Neurobiol, La Jolla, CA USA Imperial Coll London, Fibrosis Res Grp, London, England Univ Texas MD Anderson Canc Ctr, Genitourinary Med Oncol, Houston, TX 77030 USA Univ Liege, GIGA Neurosci, Liege, Belgium Univ Crete, Sch Med, Urol, Iraklion, Greece Flinders Univ S Australia, Flinders Med Ctr, Dept Clin Pharmacol, Adelaide, SA, Australia Max Planck Inst Immunobiol & Epigenet, Bioinformat, Breisgau, Germany Cardiff Univ, Sch Psychol, Cardiff, S Glam, Wales Imperial Coll London, Chem Engn, London, England Lund Univ, Skane Univ Hosp, Clin Sci, Malmo, Sweden Sahlgrens Acad, Inst Clin Sci, Dept Mol & Clin Med, Gothenburg, Sweden Univ Cent Lancashire, Sch Pharm & Biomed Sci, Preston, Lancs, England Hosp Univ Doctor Peset, Psychiat & Clin Psychol, Valencia, Spain Ctr Biol Mol Severo Ochoa, Genome Dynam & Funct, Madrid, Spain Unvivers Hosp Lille, Dept Intens Care, Lille, France Kansai Med Univ, Surg, Osaka, Japan Univ Toulouse, Inst Natl Polytech Toulouse, Ecole Natl Super Agron Toulouse, Lab Genom & Biotechnol Fruit, Toulouse, France UiT Arctic Univ Norway, Inst Psychol, Tromsto, Norway Queens Univ, Ctr Publ Hlth, Belfast, Antrim, North Ireland Univ Manchester, Ctr Primary Care & Hlth Serv Res, Manchester, Lancs, England Griffith Univ, Menzies Hlth Inst, Gold Coast, Qld, Australia Anglia Ruskin Univ, FHSCE, Cambridge, England Univ Lleida, Dept Expt Med, Lleida, Spain NIEHS, Biomol Screening Branch, Div Natl Toxicol Program, POB 12233, Res Triangle Pk, NC 27709 USA Albany Med Coll, Immunol & Microbial Dis, Albany, NY 12208 USA Univ Queensland, Queensland Brain Inst, Brisbane, Qld, Australia Univ Kent, Sch Biosci, Canterbury, Kent, England Univ Bourgogne Franche Comte, INSERM, LNC, UMR 1231, Besancon, France Ritsumeikan Univ, Coll Life Sci, Dept Biotechnol, Shiga, Japan Kent State Univ, Biol Sci, Kent, OH 44242 USA Natl Inst Infect Dis, Dept Safety Res Blood & Biol Prod, Tokyo, Japan European Inst Marine Studies, Lab Microbiol Extreme Environm, Plouzane, France Univ Iowa, Dept Pharmacol, Roy J & Lucille A Carver Coll Med, Iowa City, IA 52242 USA Natl Univ Singapore, Biol Sci, Singapore, Singapore Conservatoire Natl Arts & Metiers, Lab GBA, EA4627, Paris, France Univ Michigan, Dept Human Genet, Ann Arbor, MI 48109 USA Lomonosov Moscow State Univ, Belozersky Inst Physicochem Biol, Moscow, Russia Jikei Univ, Sch Med, Dept Mol Biol, Tokyo, Japan Univ South Wales, Genom & Computat Biol, Treforest, Wales Duke Univ, Med Ctr, Obstet & Gynecol, Durham, NC USA Univ Technol Sydney, Climate Change Cluster, Sydney, NSW, Australia Nagoya Univ, Grad Sch Med, Dept Radiol, Nagoya, Aichi, Japan Western Sydney Univ, Sch Sci & Hlth, Sydney, NSW, Australia TEI Epirus, Dept Speech & Language Therapy, Ioannina, Greece Indiana Univ Purdue Univ, Orthopaed Surg, Indianapolis, IN 46202 USA Oniris, Vet Pathol, Nantes, France Royal Vet Coll, Pathobiol & Populat Sci, Hatfield, Herts, England Univ Ghent, Lab Pharmaceut Biotechnol, Ghent, Belgium Norwegian Inst Nat Res, Terr Ecol, Trondheim, Norway Univ Calif Merced, Mol & Cell Biol, Merced, CA USA Univ Dublin, Trinity Coll Dublin, Sch Engn, Ctr Transport Res, Dublin, Ireland Lund Univ, Inst Clin Sci, Nephrol, Malmo, Sweden Univ Birmingham, Mech Engn, Birmingham, W Midlands, England Lund Univ, Inst Clin Sci, OB GYN, Lund, Sweden Fdn Jimenez Diaz Hosp, Nephrol & Hypertens, Madrid, Spain Queensland Univ Technol, Sch Chem Phys & Mech Engn, Brisbane, Qld, Australia Otto von Guericke Univ, Psychol, Magdeburg, Germany Univ Med Ctr Gottingen, Dept Expt Neurodegenerat, Gottingen, Germany Harvard Med Sch, Spaulding Rehabil Hosp, Phys Med & Rehabil, Boston, MA 02115 USA Quadram Inst Biosci, Sci Operat, Norwich, Norfolk, England Ostbayer Tech Hsch Regensburg OTH Regensburg, Regensburg Med Image Comp ReMIC, Regensburg, Germany Deakin Univ, Fac Arts & Educ, Melbourne, Vic, Australia Univ Warwick, Warwick Med Sch, Coventry, W Midlands, England INSERM, Natl Inst Hlth & Med Res, Biochem & Mol Biol, Paris, France Univ Liege, Tax Inst, Liege, Belgium Univ Leeds, Sch Mol & Cellular Biol, Leeds, W Yorkshire, England IRCCS Ist Giannina Gaslini, UOC Genet Med, Genoa, Italy Res Diets Inc, Sci, New Brunswick, NJ USA Univ Perugia, Dept Phys & Geol, Perugia, Italy Walter Reed Natl Mil Med Ctr, Cellular Immunol, Bethesda, MD USA Univ Fed Santa Catarina, Biol Sci Ctr, Microbiol Immunol & Parasitol Dept, Florianopolis, SC, Brazil Univ Edinburgh, Royal Infirm, Ctr Liver & Digest Disorders, Edinburgh, Midlothian, Scotland Orion Pharma, Crit Care Proprietary Prod Div, Espoo, Finland MIT, Dept Civil & Environm Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA Univ Turin, Dept Vet Sci, Turin, Italy Univ G dAnnunzio, Dept Psychol Hlth & Territorial Sci, Chieti, Italy NYU, Sch Med, OB GYN, New York, NY USA Univ Glasgow, Inst Cardiovasc & Med Sci, Glasgow, Lanark, Scotland Univ Turku, Dept Biol, Turku, Finland Tech Univ Berlin, Bioanalyt, Berlin, Germany Univ Goettingen, Inst Phys Biophys 3, Gottingen, Germany Univ Texas MD Anderson Canc Ctr, Inst Appl Canc Sci, Translat Res Adv Therapeut & Innovat Oncol TRACTI, Houston, TX 77030 USA Univ Liege, Life Sci, Liege, Belgium Tarbiat Modares Univ, Fac Med Sci, Dept Toxicol, Tehran, Iran ARS, USDA, Stoneville, MS USA Univ Regensburg, RCI Regensburg Ctr Intervent Immunol, Regensburg, Germany Univ Nottingham, Sch Psychol, Nottingham, England NIH, Pathol Lab, Bethesda, MD 20892 USA Univ Carlos III Madrid, Elect Engn, Madrid, Spain Inst Med Mol, Chem Biol, Lisbon, Portugal Univ Costa Rica, CIET, San Jose, Costa Rica Univ Stavanger, Fac Hlth Sci, Stavanger, Norway Erasmus MC, Urol, Rotterdam, Netherlands Univ Edinburgh, Sch Biol Sci, Edinburgh, Midlothian, Scotland German Res Ctr Environm Hlth GmbH, Helmholtz Zentrum Munchen, Inst Bioinformat & Syst Biol IBIS, Ingolstadter Landstr 1, D-85764 Neuherberg, Germany Leiden Univ, Huygens Kamerlingh Onnes Lab, Leiden, Netherlands Univ Vienna, Nutr Sci, Vienna, Austria Kolling Inst Med Res, Med, St Leonards, NSW, Australia Johns Hopkins Sch Med, Biol Chem, Baltimore, MD USA Univ Montreal, Med Nutr & Microbiome Lab, Montreal, PQ, Canada GlaxoSmithKline, Cell & Gene Therapy, Stevenage, Herts, England Univ Trieste, Life Sci, Trieste, Italy Rhein Westfal TH Aachen, Dept Radiol, Aachen, Germany Univ Duisburg Essen, Univ Hosp Essen, West German Canc Ctr, Dept Med Oncol, Essen, Germany Med Univ Vienna, Obstet & Gynecol, Vienna, Austria FHI 360, Social & Behav Hlth Sci Div, Washington, DC USA KU Leuven VIB, Switch Lab, Leuven, Belgium Bielefeld Univ, Fac Technol, Bielefeld, Germany Capital Med Univ, Beijing Shijitan Hosp, Dept Clin Nutr, Dept Gastrointestinal Surg, Beijing, Peoples R China Meiji Univ, Dept Agr Chem, Kawasaki, Japan Yonsei Univ, Coll Med, Microbiol, Seoul, South Korea Johnson & Johnson EAME, Maidenhead, Berks, England Penn State Coll Med, Pediat, Hershey, PA USA Univ N Carolina, Dept Social Med, Chapel Hill, NC 27515 USA Univ Western Australia, ARC CoE Plant Energy Biol, Perth, WA, Australia Wageningen Univ, Div Human Nutr & Hlth, Wageningen, Netherlands Kings Coll London, Dept Neuroimaging, London, England Univ Murcia, Biochem & Mol Biol, Murcia, Spain Old Dominion Univ, Dept Biol Sci, Norfolk, VA 23529 USA Monash Univ, Biochem & Mol Biol, Melbourne, Vic, Australia Chinese Acad Sci, Inst Genet & Dev Biol, Beijing, Peoples R China Univ Pittsburgh, Pharmacol & Chem Biol, Pittsburgh, PA USA Univ Lausanne, Ctr Integrat Genom, Lausanne, Switzerland Univ Queensland, Sch Pharm, Brisbane, Qld, Australia Leibniz Inst Plant Genet & Crop Plant Res IPK Gat, Genebank, Gatersleben, Germany Piramal Imaging, Res & Dev, Berlin, Germany Univ Leeds, Civil Engn, Leeds, W Yorkshire, England Univ Missouri, Chem & Biochem, St Louis, MO 63121 USA US Geol Survey, Coastal & Marine Geol Program, Pacific Coastal & Marine Sci Ctr, Santa Cruz, CA USA Ajinomoto Genet Res Inst, Moscow, Russia Jagiellonian Univ, Fac Biochem Biophys & Biotechnol, Dept Plant Biotechnol, Krakow, Poland Univ Puerto Rico, Engn Sci & Mat, Mayaguez, PR USA Univ Regina, Dept Chem & Biochem, Regina, SK, Canada Argonne Natl Lab, Ctr Nanoscale Mat, 9700 S Cass Ave, Argonne, IL 60439 USA Univ Sunshine Coast, Sunshine Coast Mind & Neurosci Thompson Inst, Sippy Downs, Qld, Australia Chinese Peoples Liberat Army Gen Hosp, Dept Gastroenterol & Hepatol, Beijing, Peoples R China Griffith Univ, Griffith Ctr Social & Cultural Res, Gold Coast, Qld, Australia Tohoku Univ, Inst Dev Aging Canc, Dept Mol Oncol, Sendai, Miyagi, Japan Indiana Univ, Comp Sci, Bloomington, IN USA Fukushima Med Univ, Sch Med, Dept Pulm Med, Fukushima, Japan MEDIVIR AB, Biol, Huddinge, Sweden Western Sydney Univ, Neuroimmunol, Sydney, NSW, Australia Univ Jordan, Nutr & Food Technol, Amman, Jordan Thunen Inst Forest Genet, Fed Res Ctr Rura Areas Forestry & Fisheries, Inst Biodivers, Grosshansdorf, Germany Univ Edinburgh, Inst Cell Biol, Edinburgh, Midlothian, Scotland Univ Edinburgh, Ctr Integrat Physiol, Edinburgh, Midlothian, Scotland Univ Toronto, Struct Genom Consortium, Toronto, ON, Canada Canadian Mem Chiropract Coll, Grad Educ & Res, Toronto, ON, Canada Agilent Technol, R&D, Leuven, Belgium Univ British Columbia, Sch Nursing, Vancouver, BC, Canada Monash Univ, Monash Hlth, Sch Clin Sci, Stroke & Ageing Res,Dept Med, Melbourne, Vic, Australia French Natl Canc Inst, Innovat, Transfer, Biol, Boulogne, France Ludwig Maximilians Univ Munchen, Phys Chem, NanoBioSci, Munich, Germany Bandung Inst Technol, Sch Pharm, Med Chem, Bandung, Indonesia Univ Luxembourg, Life Sci Res Unit, Luxembourg, Luxembourg Lund Univ, Skane Univ Hosp, Dept Gastroenterol, Malmo, Sweden Millennium Hlth, Translat Genet, San Diego, CA USA Aristotle Univ Thessaloniki, Med Dept 2, Clin Res & Evidence Based Med Unit, Thessaloniki, Greece Jan Kochanowski Univ Humanities & Sci, Piotrkow Trybunalski Branch, Dept Psychol, Kielce, Poland McMaster Univ, Engn Phys, Hamilton, ON, Canada Marche Polytech Univ, Dept Agr Food & Environm Sci, Ancona, Italy Kuwait Univ, Fac Med, Microbiol, Kuwait, Kuwait Fujita Hlth Univ, Dept Breast Surg, Toyoake, Aich, Japan North West Reg Spinal Injuries Ctr, Spinal Injuries Ctr, Southport, Merseyside, England Luxembourg Inst Hlth, Competence Ctr Methodol & Stat, Luxembourg, Luxembourg Nestle Inst Hlth Sci SA, Metab Hlth, Ecublens, Vaud, Switzerland Ctr Inflammat Res VIB, Ghent, Belgium Univ Ghent, Dept Biomed Mol Biol, Ghent, Belgium Univ Lisbon, Inst Educ, Curriculo Formacao Prof & Tecnol, Lisbon, Portugal Univ Edinburgh, Ctr Inflammat Res, Edinburgh, Midlothian, Scotland Univ Melbourne, Sch BioSci, Parkville, Vic, Australia Northumbria Univ, Comp & Informat Sci, Newcastle Upon Tyne, Tyne & Wear, England Univ Valencia, Endocrinol, Valencia, Spain INRS, Inst Armand Frappier, Laval, PQ, Canada Univ Laval, INAF, Sch Nutr, Quebec City, PQ, Canada Univ Konstanz, Dept Biol, Constance, Germany Univ Cote dAzur, LAMHESS, Nice, France Scion, Syst Ecol, Christchurch, New Zealand CUNY, Grad Sch Publ Hlth & Hlth Policy, Epidemiol & Biostat, New York, NY 10021 USA Univ Queensland, Sch Dent, Brisbane, Qld, Australia George Inst Global Hlth, Renal & Metab Div, Sydney, NSW, Australia Wuhan Univ, Coll Chem & Mol Sci, Wuhan, Hubei, Peoples R China Griffith Univ, Sch Environm & Sci, Gold Coast, Qld, Australia Univ Minnesota, Radiat Oncol, Minneapolis, MN USA Goethe Univ, Fac Med, Frankfurt, Germany Natl Yunlin Univ Sci & Technol, Dept & Grad Sch Safety & Environm Engn, Touliu, Yunlin, Taiwan Massey Univ, Sch Sport Exercise & Nutr, Auckland, New Zealand Univ Florida, Wildlife Ecol & Conservat, Gainesville, FL USA Bournemouth Univ, Dept Psychol, Poole, Dorset, England Robert Koch Inst, Project Grp P2, Berlin, Germany Univ Edinburgh, MRC Inst Genet & Mol Med, Edinburgh, Midlothian, Scotland Univ Basel, Biozentrum, Basel, Switzerland Univ Wollongong, Sch Med, Wollongong, NSW, Australia Univ Cologne, Inst Human Genet, Cologne, Germany Rural Econ Branch, Econ Res Serv, Washington, DC USA Uivers Bordeaux, CNRS, Inst Neurosci Cognit & Integrat Aquitaine, Bordeaux, France Univ Calif Riverside, Dept Chem & Environm Engn, Riverside, CA 92521 USA Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA Mackay Med Coll, Dept Med, New Taipei, Taiwan Univ Bern, Div Anim Welf, Bern, Switzerland Oregon Hlth & Sci Univ, Dept Physiol & Pharmacol, Portland, OR 97201 USA Shanghai Univ Tradit Chinese Med, Inst Interdisciplinary Med Sci, Shanghai, Peoples R China McMaster Univ, Biol, Hamilton, ON, Canada Univ S Florida, Dept Cell Biol Microbiol & Mol Biol, Tampa, FL USA Hacettepe Univ, Inst Canc, Med Oncol, Ankara, Turkey City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China Natl Taiwan Univ, Dept Entomol, Taipei, Taiwan Chinese Acad Agr Sci, Inst Environm & Sustainable Dev Agr, Ecol Secur, Beijing, Peoples R China Florida State Univ, Inst Mol Biophys, Chem & Biochem, Tallahassee, FL USA Peking Univ, Shenzhen Grad Sch, State Key Lab Chem Oncogen, Lab Computat Chem & Drug Design, Shenzhen, Peoples R China Univ Helsinki, Fac Pharm, Div Pharmaceut Chem & Technol, Drug Res Program, Helsinki, Finland Tohoku Univ, Microbial Biotechnol, Sendai, Miyagi, Japan Tianjin Med Univ, Sch Basical Med Sci, Dept Pharmacol, Tianjin, Peoples R China Dana Farber Canc Inst, Biostat & Computat Biol, Boston, MA 02115 USA Natl Hlth Res Inst, Inst Mol & Genom Med, Zhunan, Taiwan Univ Oxford, Physiol Anat & Genet, Oxford, England George Washington Univ, Phys, Washington, DC USA Univ Nebraska, Sch Biol Sci, Lincoln, NE USA Toronto Gen Hosp, Res Inst, Dept Lab Med & Pathobiol, Toronto, ON, Canada Univ Texas Dallas, Biol Sci, Richardson, TX 75083 USA NYU, Dept Chem, New York, NY USA Shandong Univ, Sch Math & Stat, Jinan, Shandong, Peoples R China Univ Sci & Technol China, Hefei Natl Lab Phys Sci Microscale, Hefei, Anhui, Peoples R China Purdue Univ, Med Chem & Mol Pharmacol, W Lafayette, IN 47907 USA NIBSC, Adv Therapies, Ridge, Herts, England Shanghai Jiao Tong Univ, Ruijin Hosp, Dept Pulm & Crit Care Med, Shanghai, Peoples R China Charite Med Univ Berlin, Dermatol & Allergy, Berlin, Germany Univ Hosp St Etienne, Hematol, St Etienne, France Inland Norway Univ Appl Sci, Inst Biotechnol, Elverum, Norway Univ Jordan, Pediat, Amman, Jordan Inst Pasteur, Mol Mycol Unit, Paris, France Cardiff Univ, Sch Med, Inst Psychol Med & Clin Neurosci, Med Res Council Ctr Neuropsychiat Genet & Genom, Cardiff, S Glam, Wales Zurich Univ Appl Sci, Social Work, Zurich, Switzerland Jawaharlal Nehru Univ, Sch Life Sci, New Delhi, India Univ Burgundy Franche Comte, LE2I, Dijon, France Univ Roehampton, Life Sci, London, England Ghent Univ Hosp, Gen & HPB Surg, Ghent, Belgium Univ Wurzburg, Insect Fungus Symbiosis Lab, Wurzburg, Germany Radboud Univ Nijmegen, Behav Sci Inst, Nijmegen, Netherlands Fraunhofer WKI, Applicat Ctr HOFZET, Hannover, Germany UCL, Struct & Mol Biol, London, England Univ Amsterdam, Dev Psychol, Amsterdam, Netherlands Aalborg Univ, Hlth Sci & Technol, CNAP, SMI, Aalborg, Denmark VA Pittsburgh Healthcare Syst, Ctr Hlth Equity Res & Promot, Pittsburgh, PA USA Cedars Sinai Med Ctr, Neurosurg, Los Angeles, CA 90048 USA Sun Yat Sen Univ, Sch Data & Comp Sci, Guangzhou, Guangdong, Peoples R China Dezhou Univ, Shandong Prov Key Lab Biophys, Guangzhou, Guangdong, Peoples R China Maison Teledetection, Inst Rech Dev, UMR Espace DEv, Montpellier, France Xiamen Univ, Sch Life Sci, Xiamen, Fujian, Peoples R China Nanjing Univ, Sch Med, Jinling Hosp, Natl Clin Res Ctr Kidney Dis,Dept Med Imaging, Nanjing, Jiangsu, Peoples R China Univ Kent, Sch Social Policy Sociol & Social Res, Canterbury, Kent, England Univ Fed Minas Gerais, Infect Dis & Trop Med, Belo Horizonte, MG, Brazil Univ Minho, Sch Med, Life & Hlth Sci Res Inst ICVS, Braga, Portugal Univ Montreal, Biochim & Med Mol, Montreal, PQ, Canada Johns Hopkins Bloomberg Sch Publ Hlth, Epidemiol, Baltimore, MD USA Max Planck Inst Biol Ageing, Metab & Genet Regulat Ageing, Cologne, Germany Univ Swaziland, Hlth Sci, Kwaluseni, Eswatini Queensland Univ Technol, Inst Future Environm, Brisbane, Qld, Australia Ctr Sci Monaco, Dept Biol Med, Monaco, Monaco HELIOS Hosp, Urol, Bad Saarow Pieskow, Germany Tech Univ Carolo Wilhelmina Braunschweig, Inst Microbiol, Braunschweig, Germany Univ Barcelona, Barcelona Ctr Maternal Fetal & Neonatal Med, Fetal i D Fetal Med Res Ctr, IDIBAPS BCNatal,Hosp Clin, Barcelona, Spain Univ Barcelona, Hosp St Joan de Deu, Barcelona, Spain Friedrich Loeffler Inst, Inst Bacterial Infect & Zoonoses, Jena, Germany Charite Med Univ Berlin, Neurol, Berlin, Germany Dublin City Univ, Natl Inst Cellular Biotechnol, Mol Therapeut Canc Ireland, Dublin, Ireland Schoen Clin Roseneck, Prien Am Chiemsee, Germany Univ Med Ctr Hamburg Eppendorf, Inst Sex Res & Forens Psychiat, Hamburg, Germany Nankai Univ, Sch Math Sci, Tianjin, Peoples R China Nankai Univ, LPMC, Tianjin, Peoples R China Univ Oxford, Oncol, Oxford, England Royal Holloway Univ London, Class, Egham, Surrey, England Cornell Univ, Clin Sci, Ithaca, NY USA Univ KwaZulu Natal, Pharmaceut Chem, Westville Campus, Durban, South Africa Royal Coll Surgeons Ireland, Med, Dublin, Ireland Univ Oslo, Dept Immunol, Oslo, Norway Bermuda Inst Ocean Sci, Marine Nitrogen Cycling Lab, St Georges, Bermuda Kanazawa Univ, Inst Liberal Arts & Sci, Kanazawa, Ishikawa, Japan World Hlth Org Reg Off Africa, Brazzaville, Rep Congo Univ Hosp BesanCon, Infect Control Dept, Besancon, France Galapagos NV, Clin Dev, Mechelen, Belgium Univ Tasmania, Integrated Marine Observing Syst, Hobart, Tas, Australia Georg August Univ Gottingen, Albrecht von Haller Inst Plant Sci, Dept Systemat Biodivers & Evolut Plants, Gottingen, Germany Univ Occupat & Environm Hlth, Dept Psychiat, Fukuoka, Fukuoka, Japan IMDEA Food, Program Precis Nutr & Aging, Madrid, Spain Radboud Univ Nijmegen, Med Sch, IQHealthcare, Nijmegen, Netherlands Maastricht Univ, Dept Cardiovasc Surg, Maastricht, Netherlands German Diabet Ctr, Inst Clin Biochem & Pathobiochem, Dusseldorf, Germany Juntendo Univ, Grad Sch Med, Dept Radiol, Tokyo, Japan Deakin Univ, Sch Informat Technol, Melbourne, Vic, Australia Max Planck Inst Eusenforschung, Dept Interface Chem & Surface Sci, Dusseldorf, Germany Edge Hill Univ, Dept Psychol, Ormskirk, England Aga Khan Univ, Psychiat, Karachi, Pakistan KRIBB, Korean Bioinformat Ctr, Seoul, South Korea Cardinal Hlth Specialty Solut, Hlth Econ & Outcomes Res, Dallas, TX USA Klinikum Univ Munchen, Div Clin Pharmacol, Munich, Germany Univ Pittsburgh, Neurol Surg, Pittsburgh, PA USA Rhein Westfal TH Aachen, Dept Child & Adolescent Psychiat Psychosomat & Ps, Aachen, Germany Univ Copenhagen, Inst Mol & Cellular Biol, Copenhagen, Denmark St Jude Childrens Res Hosp, Struct Biol, 332 N Lauderdale St, Memphis, TN 38105 USA Royal Shrewsbury Hosp, Colorectal Surg, Shrewsbury, Salop, England Univ Nottingham, Fac Med & Hlth Sci, Nottingham, England Karolinska Inst, Dept Physiol & Pharmacol, Solna, Sweden Chinese Acad Sci, Changchun Inst Appl Chem, State Key Lab Electroanalyt Chem, Jilin, Jilin, Peoples R China Univ British Columbia, Pediat, Vancouver, BC, Canada Chinese Acad Agr Sci, State Key Lab Cotton Biol, Res Base Anyang Inst Technol, Cotton Germplasm Resources,Inst Cotton Res, Beijing, Peoples R China Chinese Univ Hong Kong, Anaesthesia & Intens Care, Hong Kong, Peoples R China Univ Macau, ICMS, Zhuhai, Guangdong, Peoples R China North China Elect Power Univ, Sch Renewable Energy, Beijing, Peoples R China Justus Liegbig Univ, Dept Internal Med, Giessen, Germany Aarhus Univ, Biosci, Aarhus, Denmark Univ Dublin, Trinity Coll Dublin, Irish Longitudinal Study Ageing TILDA, Dublin, Ireland Univ Groningen, Univ Med Ctr Groningen, Hematol, Groningen, Netherlands Vrije Univ Amsterdam Med Ctr, Child Neurol, Amsterdam, Netherlands EBI, EMBL, Cambridge, England Max Planck Inst Marine Microbiol, HGF MPG Joint Res Grp Deep Sea Ecol & Technol, Bremen, Germany Max Planck Inst Human Dev, Ctr Adapt Rat, Berlin, Germany King Faisal Univ, Math, Al Hufuf, Saudi Arabia Griffith Univ, Sch Nursing & Midwifery, Gold Coast, Qld, Australia Iowa State Univ, Roy J Carver Dept Biochemsitry Biophys & Mol Biol, Ames, IA USA Delft Univ Technol, Fac Mech Maritime & Mat Engn, Engn Thermodynam Proc & Energy Dept, Leeghwaterstr 39, NL-2628 CB Delft, Netherlands Univ Nebraska Med Ctr, Coll Allied Hlth Profess, Cytotechnol Educ, Omaha, NE USA Shinko Mem Hosp, Dept Cardiovasc Med, Kobe, Hyogo, Japan Imperial Coll London, Mat, London, England Tech Univ Munich, Dept Surg, Munich, Germany Chinese Acad Agr Sci, Res Inst Pomol, Minist Agr, Lab Qual & Safety Risk Assessment Fruit Xingcheng, Shenyang, Liaoning, Peoples R China James Madison Univ, Commun Sci & Disorders, Harrisonburg, VA 22807 USA Univ Hosp Ulm, Inst Orthopaed Res & Biomech, Ulm, Germany Univ Essex, Sch Hlth & Social Care, Colchester, Essex, England Alpha Altis, Res Serv, Nottingham, England Erasmus MC, Med Oncol, Rotterdam, Netherlands Fed Univ Oye, Dept Ind Chem, Ekiti, Nigeria Duke Univ, Med Ctr, Cell Biol, Durham, NC USA Univ Oxford, Nuffield Dept Clin Neurosci, Oxford, England Univ Manchester, Canc Res UK Manchester Inst, Manchester, Lancs, England Helsinki Univ Hosp, Childrens Hosp, Helsinki, Finland Univ Aveiro, CESAM Ctr Environm & Marine Studies, Dept Biol, Aveiro, Portugal Univ Botswana, Psychol, Gaborone, Botswana Univ Fed Bahia, Nursing Sch, Salvador, BA, Brazil Queen Mary Univ London, Biol & Expt Psychol, London, England Natl Univ Pharm, Med Chem Dept, Kharkov, Ukraine Univ Bolton, Dept Educ & Psychol, Bolton, England La Trobe Univ, Dept Chem & Phys, Melbourne, Vic, Australia Gen Hosp Northern Theater Command, Dept Gastroenterol, Shenyang, Liaoning, Peoples R China Doctors Hosp, Dept Nephrol, Athens, Greece Univ Hosp Essen, Pediat 3, Essen, Germany Imperial Coll London, Infect Dis Epidemiol, London, England Sorbonne Univ, Dept Psychiat, Paris, France UNSW Sydney, Educ, Sydney, NSW, Australia Stanford Univ, Dept Psychiat & Behav Sci, Palo Alto, CA 94304 USA Hannover Med Sch, Clin Laryngol Rhinol & Otol, Hannover, Germany Curtin Univ, Ctr Aboriginal Studies, Perth, WA, Australia Iran Univ Sci & Technol, Biomed Engn Dept, Tehran, Iran Univ Calif San Francisco, Anesthesiol, San Francisco, CA 94143 USA Khalifa Univ Sci & Technol, Mech Engn, Abu Dhabi, U Arab Emirates Univ Florida, Hort Sci, Gainesville, FL USA James Cook Univ, Australian Inst Trop Hlth & Med, Ctr Biodiscovery & Mol Dev Therapeut, Cairns, Qld, Australia Univ Porto, Fac Med, CINTESIS, Porto, Portugal Shaoxing Peoples Hosp, Med Res Ctr, Shaoxing, Zhejiang, Peoples R China NIH, Dept Transfus Med, Bethesda, MD 20892 USA AIIMS, Dept Biotechnol, New Delhi, India Univ Ottawa, Biochem Microbiol & Immunol, Ottawa, ON, Canada Univ Oslo, Inst Clin Med, Div Mental Hlth & Addict, Oslo, Norway Univ Groningen, Univ Med Ctr Groningen, Dept Radiol, Groningen, Netherlands Univ Hong Kong, Sch Nursing, Hong Kong, Peoples R China Tokyo Med Univ, Ibaraki Med Ctr, Urol, Tokyo, Japan Univ Hosp Zurich, Dept Radiat Oncol, Zurich, Switzerland Univ Maryland, Inst Human Virol, Div Immunotherapy, Baltimore, MD 21201 USA Univ Maryland, Dept Surg, Baltimore, MD 21201 USA Stellenbosch Univ, Fac Med & Hlth Sci, Div Mol Biol & Human Genet, Stellenbosch, South Africa China Agr Univ, Coll Biol Sci, Beijing, Peoples R China Osaka Univ, Grad Sch Pharmaceut Sci, Suita, Osaka, Japan Univ Washington, Biochem, Seattle, WA 98195 USA Natl Res Council Italy, Inst Biosci & BioResources, Naples, Italy Univ Lyon, Phys, Lyon, France Univ Basel, Fac Psychol, Ctr Social Psychol, Basel, Switzerland Queen Mary Univ London, Barts Canc Inst, Ctr Mol Oncol, London, England EBI, EMBL, Samples Phenotypes & Ontol Team, Cambridge, England Charles Sturt Univ, Fac Arts & Educ, Bathurst, NSW, Australia Shandong Univ, Helmholtz Inst Biotechnol, Sch Life Sci, State Key Lab Microbial Technol, Jinan, Shandong, Peoples R China Shantou Univ, Dept Biol, Shantou, Guangdong, Peoples R China Shanxi Univ, Inst Biomed Sci, Taiyuan, Shanxi, Peoples R China St Jude Childrens Res Hosp, Computat Biol, 332 N Lauderdale St, Memphis, TN 38105 USA Harbin Med Univ, Coll Bioinformat Sci & Technol, Harbin, Heilongjiang, Peoples R China NIH, Radiol & Imaging Sci, Bldg 10, Bethesda, MD 20892 USA Georgia Inst Technol, Dept Biol Sci, Atlanta, GA 30332 USA XtalPi Inc, Cambridge, MA USA Consejo Nacl Invest Cient & Tecn, Partner Inst Max Planck Soc, Inst Invest Biomed Buenos Aires IBioBA, Bioinformat, Buenos Aires, DF, Argentina Univ Sydney, Save Sight Inst, Sydney, NSW, Australia Univ South Australia, Canc Res Inst, Australian Ctr Precis Hlth, Adelaide, SA, Australia Jinan Univ, Inst Life & Hlth Engn, Guangdong Higher Educ Inst, Key Lab Funct Prot Res, Guangzhou, Guangdong, Peoples R China Univ Texas Hlth Sci Ctr Houston, Epidemiol Human Genet & Environm Sci, Houston, TX 77030 USA Weill Cornell Med, Dept Microbiol & Immunol, New York, NY USA Guangdong Inst Appl Biol Resources, Biotechnol Lab, Guangzhou, Guangdong, Peoples R China Shandong Normal Univ, Coll Life Sci, Jinan, Shandong, Peoples R China Shandong Univ, Life Sci Dept, Jinan, Shandong, Peoples R China South China Agr Univ, Integrat Microbiol Res Ctr, Guangzhou, Guangdong, Peoples R China Liaoning Acad Agr Sci, Crop Mol Improving Lab, Shenyang, Liaoning, Peoples R China Lawson Hlth Res Inst, Med Biophys, London, ON, Canada Univ Melbourne, Infrastruct Engn, Parkville, Vic, Australia Univ Canberra, Fac Hlth, Canberra, ACT, Australia Univ Cambridge, MRC Cognit & Brain Sci Unit, Cambridge, England Emory Univ, Biostat & Bioinformat, Atlanta, GA 30322 USA Johns Hopkins Sch Med, Anesthesiol & Crit Care Med, Baltimore, MD USA Nottingham Trent Univ, Sch Anim Rural & Environm Sci, Nottingham, England Univ Exeter, Biosci, Exeter, Devon, England Hillingdon Hosp NHS Fdn Trust, London, England Univ Glasgow, MRC CSO Social & Publ Hlth Sci Unit, Glasgow, Lanark, Scotland Natl & Kapodistrian Univ Athens, Evaggelismos Athens Hosp, ICU, Athens, Greece Univ Newcastle, Biol Sci, Callaghan, NSW, Australia Coventry Univ, Fac Hlth & Life Sci, Ctr Innovat Res Life Course, Coventry, W Midlands, England Lausanne Univ Hosp, Serv Endocrinol Diabet & Metab, Lausanne, Switzerland Charles Sturt Univ, Sch Community Hlth, Bathurst, NSW, Australia Queens Univ Belfast, Inst Global Food Secur, Belfast, Antrim, North Ireland Natl Univ Singapore, Inst Policy Studies, Singapore, Singapore Univ Penn, Intitute Med & Engn, Philadelphia, PA 19104 USA Cold Spring Harbor Lab, POB 100, Cold Spring Harbor, NY 11724 USA Univ Michigan, EECS, Ann Arbor, MI 48109 USA Univ British Columbia, Ctr Blood Res, Vancouver, BC, Canada UiT Arctic Univ Norway, Dept Hlth & Care Sci, Fac Hlth Sci, Tromso, Norway Hosp Clin Porto Alegre, Physiotherapy, Porto Alegre, RS, Brazil Univ Paris 05, Med Sch, Paris, France Chinese Acad Agr Sci, Inst Crop Sci, Natl Key Facil Crop Gene Resources & Genet Improv, Beijing, Peoples R China Univ Ghent, Expt Clin & Hlth Psychol, Ghent, Belgium Indian Inst Adv Res, Bioinformat & Struct Biol, Gandhinagar, Gujart, India Bambino Ges Childrens Res Hosp, Lab Mol Med, Rome, Italy Heidelberg Univ, Ctr Infect Dis Parasitol, Heidelberg, Germany Stanford Univ, Elect Engn, Palo Alto, CA 94304 USA Univ Cadiz, Biol, Andalucia, Spain Mansoura Univ Hosp, Gen Surg, Mansoura, Egypt Inst Pasteur, Virol Pole, Dakar, Senegal Cardiff Univ, Div Canc & Genet, Cardiff, S Glam, Wales Ctr Expertise & Biol Diagnost Cameroon, Food Safety & Environm Microbiol, Yaounde, Cameroon Swiss Fed Labs Mat Sci & Technol, Lab Thin Films & Photovolta, Dubendorf, Switzerland Assiut Univ, Assiut Urol & Nephrol Hosp, Fac Med, Assiut, Egypt UCL, GEE, London, England UCL, IHA, London, England Univ Derby, Univ Derby Online Learning, Derby, England SUNY Stony Brook, Family Populat & Prevent Med, Stony Brook, NY 11794 USA Walter & Eliza Hall Inst Med Res, Mol Med Div, Melbourne, Vic, Australia Newcastle Univ, Northern Inst Canc Res, Newcastle Upon Tyne, Tyne & Wear, England German Ctr Neurodegenerat Dis, Clin Dementia Res, Bonn, Germany Sorbonne Univ, CNRS, UMR 7144, Stn Biol, Paris, France Univ Barcelona, Odontoestomatol, Barcelona, Spain Janelia Res Campus, Comp Sci, Ashburn, VA USA Univ Oxford, Ctr Trop Med & Global Hlth, Oxford, England Univ Bern, ARTORG Ctr Biomed Engn Res, Bern, Switzerland Australian Natl Univ, Eccles Inst Neurosci, John Curtain Sch Med Res, Canberra, ACT, Australia John Innes Ctr, Metab Biol, Norwich, Norfolk, England USDA ARS, Genom & Bioinformat Res Unit, Raleigh, NC 27695 USA Med Univ Graz, Inst Med Informat Stat & Documentat, Holzinger Grp, Graz, Austria Ajou Univ, Pharm, Suwon, South Korea City Univ Hong Kong, Sch Energy & Environm, Hong Kong, Peoples R China Univ British Columbia, Sch Kinseiol, Vancouver, BC, Canada Univ Copenhagen, Marine Biol Sect, Dept Biol, Copenhagen, Denmark Univ Vienna, Dept Commun, Vienna, Austria Univ Dundee, Sch Social Sci, Dundee, Scotland Tech Univ Dresden, Inst Bot, Dresden, Germany Univ Oxford, Div Struct Biol, Oxford, England Natl Univ Hlth Syst, Med, Singapore, Singapore Univ Canterbury, Sch Biol Sci, Christchurch, New Zealand Univ Hosp Southern Denmark, Focused Res Unit Mol Diagnost & Clin Res, Odense, Denmark Univ Oxford, Primary Care Hlth Sci, Oxford, England Baylor Coll Med, Verna & Marrs McLean Dept Biochem & Mol Biol, Houston, TX 77030 USA Adnan Menderes Univ Aydin, Fac Nursing, Dept Publ Hlth Nursing, Aydin, Turkey Oasi Res Inst IRCCS, Dept Neurol IC, Troina, Italy Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USA Kings Coll London, Kings Ctr Mil Hlth Res, London, England LSHTM, Dept Infect Dis Epidemiol, London, England Leibniz Univ Hannover, BMWZ Organ Chem, Hannover, Germany Xi An Jiao Tong Univ, Sch Basic Med Sci, Dept Physiol & Pathophysiol, Xian, Shaanxi, Peoples R China Univ South Australia, Sch Pharm & Med Sci, Adelaide, SA, Australia Univ Fed Santa Catarina, Dept Phys Educ, Florianopolis, SC, Brazil Southern Med Univ, Nanfang Hosp, Dept Oncol, Guangzhou, Guangdong, Peoples R China Stanford Univ, Hansen Expt Phys Lab, Palo Alto, CA 94304 USA Shenzhen Univ, Affiliated Hosp 1, Shenzhen Peoples Hosp 2, Inst Translat Med, Shenzhen, Guangdong, Peoples R China Univ Hong Kong, Dept Stat & Actuarial Sci, Hong Kong, Peoples R China UCL, Dept Mech Engn, London, England ASTAR, Singapore Immunol Network, Lab Microbial Immun, Singapore, Singapore Cent South Univ, State Key Lab Powder Met, Changsha, Hunan, Peoples R China Univ Aberdeen, Inst Appl Hlth Sci, Aberdeen, Scotland Univ Bridgeport, Biomed Engn, Bridgeport, CT 06601 USA Texas Tech Univ, Hlth Sci Ctr, Pharmaceut Sci, Lubbock, TX 79430 USA Univ Montana, Ecosyst & Conservat Sci, Missoula, MT 59812 USA Univ Goettingen, Dept Syst Neurosci, Gottingen, Germany NHLBI, Lab Syst Genet, Bldg 10, Bethesda, MD 20892 USA Cleveland Clin, Lou Ruvo Ctr Brain Hlth, Imaging, Las Vegas, NV USA Flinders Univ S Australia, Coll Nursing & Hlth Sci, Nutr & Dietet, Adelaide, SA, Australia Univ Padua, Dept Math, Padua, Italy Lund Univ, Fac Law, Lund, Sweden Univ Gothenburg, Dept Microbiol & Immunol, Gothenburg, Sweden NARO, Kachwekano Zardi, Entebbe, Uganda Natl Yunlin Univ Sci & Technol, Bachelor Program Interdisciplinary Studies, Touliu, Yunlin, Taiwan Aarhus Univ, Dept Biomed, Danish Res Inst Translat Neurosci DANDRITE, Aarhus, Denmark Eduardo Mondlane Univ, Math & Comp Sci, Maputo, Mozambique Univ Bern, Dept Old Age Psychiat & Psychotherapy, Bern, Switzerland RAS, Inst Cytol, Lab Cytol Unicellular Organisms, St Petersburg, Russia Beijing Inst Technol, Sch Chem & Chem Engn, Beijing, Peoples R China Univ Queensland, Queensland Alliance Agr & Food Innovat, Brisbane, Qld, Australia Fraunhofer Inst Toxicol & Expt Med ITEM, Inhalat Toxicol, Hannover, Germany Univ Hong Kong, Publ Hlth, Hong Kong, Peoples R China Univ Hlth Network, Anesthesia & Pain Med, Toronto, ON, Canada Univ Toronto, Toronto, ON, Canada Univ Bath, Dept Hlth, Bath, Avon, England Univ Copenhagen, Computat & RNA Biol, Copenhagen, Denmark Fisheries & Oceans Canada, Bedford Inst Oceanog, Dartmouth, NS, Canada Goethe Univ, CEF MC, BMLS, Phys Biol, Frankfurt, Germany Albert Einstein Coll Med, Anat & Struct Biol, New York, NY USA Queensland Govt, Dept Environm & Sci, Brisbane, Qld, Australia Uppsala Univ, Vasc Surg Sect, Dept Surg Sci, Uppsala, Sweden Childrens Canc Hosp, Res, Cairo, Egypt Leibniz Inst Nat Prod Res & Infect Biol, Bio Pilot Plant, Jena, Germany Duy Tan Univ, Inst Res & Dev, Da Nang, Vietnam Univ Helsinki, Helsinki Inst Life Sci HiLIFE, Helsinki, Finland Univ Queensland, Australian Inst Bioengn & Nanotechnol, Brisbane, Qld, Australia George Inst Global Hlth, Sydney, NSW, Australia Griffith Univ, Griffith Inst Drug Discovery, Brisbane, Qld, Australia Dezhou Univ, Coll Phys & Elect Informat, Shandong Prov Key Lab Biophys, Dezhou, Peoples R China Henan Agr Univ, Coll Life Sci, Zhengzhou, Henan, Peoples R China Univ Tokyo, Publ Hlth, Tokyo, Japan Sun Yat Sen Univ, Affiliated Hosp 1, Guangzhou, Guangdong, Peoples R China Univ Illinois, Dept Med, Chicago, IL USA Beijing Inst Microbiol & Epidemiol, State Key Lab Pathogen & Biosecur, Beijing, Peoples R China Minist Hlth, Key Lab Neonatal Dis, Shanghai, Peoples R China Covenant Univ, Dept Phys, Ota, Nigeria Prince Sattam Bin Abdulaziz Univ, Dept Phys Therapy & Hlth Rehabil, Al Kharj, Saudi 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Bioveterinary Res, Bacteriol & Epidemiol, Lelystad, Netherlands Guangdong Second Prov Gen Hosp, Dept Rheumatol & Immunol, Guangzhou, Guangdong, Peoples R China Erasmus MC, Biomed Rngineering, Rotterdam, Netherlands Hiroshima Univ, Grad Sch Biomed & Hlth Sci, Hiroshima, Japan Univ Iceland, Sch Hlth Sci, Reykjavik, Iceland Ohio State Univ, Mat Sci & Engn, Columbus, OH 43210 USA Kathmandu Univ, Sch Med Sci, Dept Physiotherapy, Dhulikhel, Nepal Univ Queensland, Sch Biomed Sci, Brisbane, Qld, Australia Fraunhofer MEVIS, Image Guided Therapies, Bremen, Germany Natl Univ Hlth Syst, Haematol Oncol, Singapore, Singapore Sun Yat Sen Univ, Canc Ctr, Breast Oncol, Guangzhou, Guangdong, Peoples R China Med Coll Wisconsin, Pharmacol & Toxicol, Wauwatosa, WI USA Queensland Univ Technol, Sci & Engn Fac, Sch Chem Phys & Mech Engn, Brisbane, Qld, Australia Univ Turin, Dept Mol Biotechnol & Hlth Sci, Turin, Italy Univ Tehran Med Sci, Sch Rehabil, Physiotherapy Dept, Tehran, Iran Univ Helsinki, Dept Forest Sci, Helsinki, Finland Univ Messina, Human Pathol, Messina, Italy AO Papardo Hosp Messina, Messina, Italy Univ Ibadan, Coll Med, Inst Child Hlth, Ibadan, Nigeria King Faisal Univ, Coll Med, Fac Ophthalmol, Al Hasa, Saudi Arabia Univ Stirling, Inst Social Mkt, Stirling, Scotland Saveh Univ Med Sci, Social Determinants Hlth Res Ctr, Saveh, Iran Gakujutsu Shien Co Ltd, Tokyo, Japan Chinese Acad Sci, Inst Geochem, Guiyang, Guizhou, Peoples R China Univ Plymouth, Med Sch, Plymouth, Devon, England CHU Toulouse, Immunol, Toulouse, France Azorean Biodivers Grp, Ctr Ecol Evolut & Environm Changes, Azores, Portugal Univ Acores, Azores, Portugal RIKEN, Ctr Integrat Med Sci, Yokohama, Kanagawa, Japan Peking Univ, Sch Publ Hlth, Dept Global Hlth, Beijing, Peoples R China Chang Gung Univ, Chang Gung Mem Hosp, Dept Neurol, Linkou Med Ctr, Taoyuan, Taiwan Chang Gung Univ, Coll Med, Taoyuan, Taiwan Univ Malawi, Coll Med, Biomed Sci Dept, Blantyre, Malawi Univ Malawi, Coll Med, Pharm Dept, 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Infect Treatment & Prevent, St Petersburg, Russia Hangzhou Ctr Dis Control & Prevent, Dept TB Control & Prevent, Hangzhou, Zhejiang, Peoples R China Kaohsiung Med Univ, Dept Biotechnol, Kaohsiung, Taiwan Zoetis, Diagnost, Kalamazoo, MI USA Aintree Univ Hosp NHS Fdn Trust, Head & Neck Oncol Res, Liverpool, Merseyside, England Wrightington Hosp, Trauma & Orthopaed, Manchester, Lancs, England Loyola Univ, Med Ctr, Dept Psychiat, 2160 S 1st Ave, Maywood, IL 60153 USA Atkins Vet Serv, Microbiol, Calgary, AB, Canada Univ Porto, FADEUP, CIAFEL, Porto, Portugal Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore Kangwon Natl Univ, Coll Biotechnol & Biosci, Dept Food Sci & Biotechnol, Chunchon, South Korea Kakatiya Med Coll, Internal Med, Warangal, Telangana, India Univ Antioquia, Vet Med Sch, CIBAV Res Grp, Medellin, Colombia IISER, Dept Phys, Soft & Act Matter Grp, Tirupati 517507, Andhra Pradesh, India Univ Rosario, Sch Med & Hlth, Ctr Studies Phys Activ Measurements, Bogota, Colombia Univ Hosp Essen, Cardiol & Vasc Med, Essen, Germany Univ Hosp Basel, Endocrinol, Basel, Switzerland Univ Tubingen, Inst Med Genet & Appl Genom, Tubingen, Germany Univ Hosp Munster, Div Gen Internal Med Nephrol & Rheumatolog, Dept Med D, Munster, Germany Univ Kentucky, Dept Nephrol, Lexington, KY USA Univ Freiburg, Dept Anaesthesiol & Crit Care, Med Ctr, Freiburg, Germany Univ Calif Irvine, Dept Med, Orange, CA 92668 USA Univ Hosp Leuven, Dept Urol, Leuven, Belgium Chinese Acad Sci, Coll Life Sci, Beijing, Peoples R China Univ Florida, Orthopaed & Rehabil, Gainesville, FL USA Chongqing Med Univ, Affiliated Hosp 1, Chongqing Key Lab Mol Oncol & Epigenet, Chongqing, Peoples R China Tsinghua Univ, Dept Chem Engn, Beijing, Peoples R China Yonsei Univ, Coll Med, Dept Pharmacol, Seoul, South Korea Childrens Hosp Kings Daughters, Eastern Virginia Med Sch, Dept Pediat, Norfolk, VA USA China Three Gorges Univ, Coll Sci, Dept Math, Yichang, Peoples R China Xiangtan Univ, Coll Informat Engn, Xiangtan, Hunan, Peoples R China Univ Hlth Network, Mood Disorders & Psychopharmacol, Toronto, ON, Canada Sao Paulo State Univ UNESP, Dept Anim Sci, Sao Paulo, Brazil Sao Paulo State Univ, Vet Clin, Sao Paulo, Brazil

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2019
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23. Large expert-curated database for benchmarking document similarity detection in biomedical literature search

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Brown, Peter, Zhou, Yaoqi, Tan, Aik-Choon, El-Esawi, Mohamed A., Liehr, Thomas, Blanck, Oliver, Gladue, Douglas P., Almeida, Gabriel M.F., Cernava, Tomislav, Sorzano, Carlos O., Yeung, Andy W.K., Engel, Michael S., Chandrasekaran, Arun R., Muth, Thilo, Staege, Martin S., Daulatabad, Swapna V., Widera, Darius, Zhang, Junpeng, Meule, Adrian, Honjo, Ken, Pourret, Olivier, Yin, Cong-Cong, Zhang, Zhongheng, Cascella, Marco, Flegel, Willy A., Goodyear, Carl S., van Raaij, Mark J., Bukowy-Bieryllo, Zuzanna, Campana, Luca G., Kurniawan, Nicholas A., Lalaouna, David, Hüttner, Felix J., Ammerman, Brooke A., Ehret, Felix, Cobine, Paul A., Tan, Ene-Choo, Han, Hyemin, Xia, Wenfeng, McCrum, Christopher, Dings, Ruud P.M., Marinello, Francesco, Nilsson, Henrik, Nixon, Brett, Voskarides, Konstantinos, Yang, Long, Costa, Vincent D., Bengtsson-Palme, Johan, Bradshaw, William, Grimm, Dominik G., Kumar, Nitin, Martis, Elvis, Prieto, Daniel, Sabnis, Sandeep C., Amer, Said E.D.R., Liew, Alan W.C., Perco, Paul, Rahimi, Farid, Riva, Giuseppe, Zhang, Chongxing, Devkota, Hari P., Ogami, Koichi, Basharat, Zarrin, Fierz, Walter, Siebers, Robert, Tan, Kok H., Boehme, Karen A., Brenneisen, Peter, Brown, James A.L., Dalrymple, Brian P., Harvey, David J., Ng, Grace, Werten, Sebastiaan, Bleackley, Mark, Dai, Zhanwu, Dhariwal, Raman, Gelfer, Yael, Hartmann, Marcus D., Miotla, Pawel, Tamaian, Radu, Govender, Pragashnie, Gurney-Champion, Oliver J., Kauppila, Joonas H., Zhang, Xiaolei, Echeverría, Natalia, Subhash, Santhilal, Sallmon, Hannes, Tofani, Marco, Bae, Taeok, Bosch, Oliver, Cuív, Páraic O., Danchin, Antoine, Diouf, Barthelemy, Eerola, Tuomas, Evangelou, Evangelos, Filipp, Fabian, Klump, Hannes, Kurgan, Lukasz, Smith, Simon S., Terrier, Olivier, Tuttle, Neil, Ascher, David B., Janga, Sarath C., Schulte, Leon N., Becker, Daniel, Browngardt, Christopher, Bush, Stephen J., Gaullier, Guillaume, Ide, Kazuki, Meseko, Clement, Werner, Gijsbert D.A., Zaucha, Jan, Al-Farha, Abd A., Greenwald, Noah F., Popoola, Segun I., Rahman, Shaifur, Xu, Jialin, Yang, Sunny Y., Hiroi, Noboru, Alper, Ozgul M., Baker, Chris I., Bitzer, Michael, Chacko, George, Debrabant, Birgit, Dixon, Ray, Forano, Evelyne, Gilliham, Matthew, Kelly, Sarah, Klempnauer, Karl-Heinz, Lidbury, Brett A., Lin, Michael Z., Lynch, Iseult, Ma, Wujun, Maibach, Edward W., Mather, Diane E., Nandakumar, Kutty S., Ohgami, Robert S., Parchi, Piero, Tressoldi, Patrizio, Xue, Yu, Armitage, Charles, Barraud, Pierre, Chatzitheochari, Stella, Coelho, Luis P., Diao, Jiajie, Doxey, Andrew C., Gobet, Angélique, Hu, Pingzhao, Kaiser, Stefan, Mitchell, Kate M., Salama, Mohamed F., Shabalin, Ivan G., Song, Haijun, Stevanovic, Dejan, Yadollahpour, Ali, Zeng, Erliang, Zinke, Katharina, Alimba, C.G., Beyene, Tariku J., Cao, Zehong, Chan, Sherwin S., Gatchell, Michael, Kleppe, Andreas, Piotrowski, Marcin, Torga, Gonzalo, Woldesemayat, Adugna A., Cosacak, Mehmet I., Haston, Scott, Ross, Stephanie A., Williams, Richard, Wong, Alvin, Abramowitz, Matthew K., Effiong, Andem, Lee, Senhong, Abid, Muhammad B., Agarabi, Cyrus, Alaux, Cedric, Albrecht, Dirk R., Atkins, Gerald J., Beck, Charles R., Bonvin, A.M.J.J., Bourke, Emer, Brand, Thomas, Braun, Ralf J., Bull, James A., Cardoso, Pedro, Carter, Dee, Delahay, Robin M., Ducommun, Bernard, Duijf, Pascal H.G., Epp, Trevor, Eskelinen, Eeva-Liisa, Fallah, Mazyar, Farber, Debora B., Fernandez-Triana, Jose, Feyerabend, Frank, Florio, Tullio, Friebe, Michael, Furuta, Saori, Gabrielsen, Mads, Gruber, Jens, Grybos, Malgorzata, Han, Qian, Heinrich, Michael, Helanterä, Heikki, Huber, Michael, Jeltsch, Albert, Jiang, Fan, Josse, Claire, Jurman, Giuseppe, Kamiya, Haruyuki, de Keersmaecker, Kim, Kristiansson, Erik, de Leeuw, Frank-Erik, Li, Jiuyong, Liang, Shide, Lopez-Escamez, Jose A., Lopez-Ruiz, Francisco J., Marchbank, Kevin J., Marschalek, Rolf, Martín, Carmen S., Miele, Adriana E., Montagutelli, Xavier, Morcillo, Esteban, Nicoletti, Rosario, Niehof, Monika, O'Toole, Ronan, Ohtomo, Toshihiko, Oster, Henrik, Palma, Jose-Alberto, Paterson, Russell, Peifer, Mark, Portilla, Maribel, Portillo, M.C., Pritchard, Antonia L., Pusch, Stefan, Raghava, Gajendra P.S., Roberts, Nicola J., Ross, Kehinde, Schuele, Birgitt, Sergeant, Kjell, Shen, Jun, Stella, Alessandro, Sukocheva, Olga, Uversky, Vladimir N., Vanneste, Sven, Villet, Martin H., Viveiros, Miguel, Vorholt, Julia A., Weinstock, Christof, Yamato, Masayuki, Zabetakis, Ioannis, Zhao, Xin, Ziegler, Andreas, Aizat, Wan M., Atlas, Lauren, Bridges, Kristina M., Chakraborty, Sayan, Deschodt, Mieke, Domingues, Helena S., Esfahlani, Shabnam S., Falk, Sebastian, Guisado, J.L., Kane, Nolan C., Kueberuwa, Gray, Lau, Colleen L., Liang, Dai, Liu, Enwu, Luu, Andreas M., Ma, Chuang, Ma, Lisong, Moyer, Robert, Norris, Adam D., Panthee, Suresh, Parsons, Jerod R., Peng, Yousong, Pinto, Ines M., Reschke, Cristina R., Sillanpää, Elina, Stewart, Christopher J., Uhle, Florian, Yang, Hui, Zhou, Kai, Zhu, Shu, Ashry, Mohamed, Bergsland, Niels, Berthold, Maximilian, Chen, Chang-Er, Colella, Vito, Cuypers, Maarten, Eskew, Evan A., Fan, Xiao, Gajda, Maksymilian, Gonzálezlez-Prendes, Rayner, Goodin, Amie, Graham, Emily B., Groen, Ewout J.N., Gutiérrez-Sacristán, Alba, Habes, Mohamad, Heffler, Enrico, Higginbottom, Daniel B., Janzen, Thijs, Jayaraman, Jayakumar, Jibb, Lindsay A., Jongen, Stefan, Kinyanjui, Timothy, Koleva-Kolarova, Rositsa G., Li, Zhixiu, Liu, Yu-Peng, Lund, Bjarte A., Lussier, Alexandre A., Ma, Liping, Mier, Pablo, Moore, Matthew D., Nagler, Katja, Orme, Mark W., Pearson, James A., Prajapati, Anilkumar S., Saito, Yu, Tröder, Simon E., Uchendu, Florence, Verloh, Niklas, Voutchkova, Denitza D., Abu-Zaid, Ahmed, Bakkach, Joaira, Baumert, Philipp, Dono, Marcos, Hanson, Jack, Herbelet, Sandrine, Hobbs, Emma, Kulkarni, Ameya, Kumar, Narendra, Liu, Siqi, Loft, Nikolai D., Reddan, Tristan, Senghore, Thomas, Vindin, Howard, Xu, Haotian, Bannon, Ross, Chen, Branson, Cheung, Johnny T.K., Cooper, Jeffrey, Esnakula, Ashwini K., Feghali, Karine A., Ghelardi, Emilia, Gnasso, Agostino, Horbar, Jeffrey, Lai, Hei M., Li, Jian, Ma, Lan, Ma, Ruiyan, Pan, Zihang, Peres, Marco A., Pranata, Raymond, Seow, Esmond, Sydes, Matthew, Testoni, Ines, Westermair, Anna L., Yang, Yongliang, Afnan, Masoud, Albiol, Joan, Albuquerque, Lucia G., Amir, Shimon, Amiya, Eisuke, Amorim, Rogerio M., An, Qianli, Andersen, Stig U., Aplin, John D., Argyropoulos, Christos, Asmann, Yan W., Assaeed, Abdulaziz M., Atanasov, Atanas G., Atchison, David A., Avery, Simon V., Avillach, Paul, Baade, Peter D., Backman, Lars, Badie, Christophe, Baldi, Alfonso, Ball, Elizabeth, Bardot, Olivier, Barnett, Adrian G., Basner, Mathias, Batra, Jyotsna, Bazanova, O.M., Beale, Andrew, Beddoe, Travis, Bell, Melanie L., Berezikov, Eugene, Berners-Price, Sue, Bernhardt, Peter, Berry, Edward, Bessa, Theolis B., Billington, Craig, Birch, John, Blakely, Randy D., Blaskovich, Mark A.T., Blum, Robert, Boelaert, Marleen, Bogdanos, Dimitrios, Bosch, Carles, Bourgoin, Thierry, Bouvard, Daniel, Boykin, Laura M., Bradley, Graeme, Braun, Daniel, Brownlie, Jeremy, Brühl, Albert, Burt, Austin, Butler, Lisa M., Byrareddy, Siddappa N., Byrne, Hugh J., Cabantous, Stephanie, Calatayud, Sara, Candal, Eva, Carlson, Kimberly, Casillas, Sònia, Castelvetro, Valter, Caswell, Patrick T., Cavalli, Giacomo, Cerovsky, Vaclav, Chagoyen, Monica, Chen, Chang-Shi, Chen, Dong F., Chen, Hao, Chen, Hui, Chen, Jui-Tung, Chen, Yinglong, Cheng, Changxiu, Cheng, Jianlin, Chinapaw, Mai, Chinopoulos, Christos, Cho, William C.S., Chong, Lillian, Chowdhury, Debashish, Chwalibog, Andre, Ciresi, A., Cockcroft, Shamshad, Conesa, Ana, Cook, Penny A., Cooper, David N., Coqueret, Olivier, Corea, Enoka M., Costa, Antonio, Costa, Elisio, Coupland, Carol, Crawford, Stephanie Y., Cruz, Aparecido D., Cui, Huijuan, Cui, Qiang, Culver, David C., D'Angiulli, Amedeo, Dahms, Tanya E.S., Daigle, France, Dalgleish, Raymond, Danielsen, Håvard E., Darras, Sébastien, Davidson, Sean M., Day, David A., Degirmenci, Volkan, Demaison, Luc, Devriendt, Koenraad, Ding, Jiandong, Dogan, Yunus, Dong, X.C., Donner, Claudio F., Dressick, Walter, Drevon, Christian A., Duan, Huiling, Ducho, Christian, Dumaz, Nicolas, Dwarakanath, Bilikere S., Ebell, Mark H., Eisenhardt, Steffen, Elkum, Naser, Engel, Nadja, Erickson, Timothy B., Fairhead, Michael, Faville, Marty J., Fejzo, Marlena S., Festa, Fernanda, Feteira, Antonio, Flood-Page, Patrick, Forsayeth, John, Fox, Simon A., Franks, Steven J., Frentiu, Francesca D., Frilander, Mikko J., Fu, Xinmiao, Fujita, Satoshi, Galea, Ian, Galluzzi, Luca, Gani, Federica, Ganpule, Arvind P., García-Alix, Antonio, Gedye, Kristene, Giordano, Maurizio, Giunta, Cecilia, Gleeson, Paul A., Goarant, Cyrille, Gong, Haipeng, Gora, Diop, Gough, Michael J., Goyal, Ravinder, Graham, Kathryn E., Grande-Pérez, Ana, Graves, Patricia M., Greidanus, Harm, Grice, Darren, Grunau, Christoph, Gumulya, Yosephine, Guo, Yabin, Gurevich, Vsevolod V., Gusev, Oleg, Hacker, Elke, Hage, Steffen R., Hagen, Guy, Hahn, Steven, Haller, Dagmar M., Hammerschmidt, Sven, Han, Jianwei, Han, Renzhi, Handfield, Martin, Hapuarachchi, Hapuarachchige C., Harder, Timm, Hardingham, Jennifer E., Heck, Michelle, Heers, Marcel, Hew, Khe F., Higuchi, Yohei, Hilaire, Cynthia St., Hilton, Rachel, Hodzic, Enisa, Hone, Andrew, Hongoh, Yuichi, Hu, Guoku, Huber, Heinz P., Hueso, Luis E., Huirne, Judith, Hurt, Lisa, Idborg, Helena, Ikeo, Kazuho, Ingley, Evan, Jakeman, Philip M., Jensen, Arne, Jia, Hong, Jia, Husen, Jia, Shuqin, Jiang, Jianping, Jiang, Xingyu, Jin, Yi, Jo, Daehyun, Johnson, Andrew M., Johnston, Marie, Jonscher, Karen R., Jorens, Philippe G., Jorgensen, Jens O.L., Joubert, Johan W., Jung, Sin-Ho, Junior, Antonio M., Kahan, Thomas, Kamboj, Sunjeev K., Kang, Yong-Kook, Karamanos, Yannis, Karp, Natasha A., Kelly, Ryan, Kenna, Ralph, Kennedy, Jonathan, Kersten, Birgit, Khalaf, Roy A., Khalid, Javaria M., Khatlani, T., Khider, Tarig, Kijanka, Gregor S., King, Sarah R.B., Kluz, Tomasz, Knox, Paul, Kobayashi, Tatsuya, Koch, Karl-Wilhelm, Kohonen-Corish, Maija R.J., Kong, Xiangpeng, Konkle-Parker, Deborah, Korpela, Kalevi M., Kostrikis, Leondios G., Kraiczy, Peter, Kratz, Harald, Krause, Günter, Krebsbach, Paul H., Kristensen, Søren R., Kumari, Prerna, Kunimatsu, Akira, Kurdak, Hatice, Kwon, Young D., Lachat, Carl, Lagisz, Malgorzata, Laky, Brenda, Lammerding, Jan, Lange, Matthias, Larrosa, Mar, Laslett, Andrew L., Laverman, Gozewijn D., Leclair, Elizabeth E., Lee, Kyung-Woo, Lee, Ming-Yih, Lee, Moon-Soo, Li, Genyuan, Li, Jiansheng, Lieb, Klaus, Lim, Yau Y., Lindsey, Merry L., Line, Paul-Dag, Liu, Dengcai, Liu, Fengbin, Liu, Haiyan, Liu, Hongde, Lloyd, Vett K., Lo, Te-Wen, Locci, Emanuela, Loidl, Josef, Lorenzen, Johan, Lorkowski, Stefan, Lovell, Nigel H., Lu, Hua, Lu, Wei, Lu, Zhiyong, Luengo, Gustavo S., Lundh, Lars-Gunnar, Lysy, Philippe A., Mabb, Angela, Mack, Heather G., Mackey, David A., Mahdavi, S.R., Maher, Pamela, Maher, Toby, Maity, Sankar N., 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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, 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Xu, Shilin, Yao, Ruifeng, Yao, Wen, Yin, Qinan, Yu, Yongbo, Zaitsu, Masayoshi, Zeineb, Zian, Zhan, Xiao-Yong, Zhang, Jilei, Zhang, Rongqiang, Zhang, Wei, Zhang, Xianglilan, Zheng, Shan, Zhou, Bailing, Zhou, Xiaoyan, Ahmad, Haroon, Akinwumi, Sayo A., Albery, Gregory F., Alhowimel, Ahmed, Ali, Junaid, Alshehri, Mansour, Alsuhaibani, Mohammed, Anikin, Andrey, Azubuike, Samuel O., Bach-Mortensen, Anders, Baltiansky, Lior, Bartas, Martin, Belachew, Kiflemariam Y., Bhardwaj, Vivek, Binder, Karin, Bland, Nicholas S., Boah, Michael, Bullen, Benjamin, Calabrò, Giovanna E., Callahan, Tiffany J., Cao, Bing, Chalmers, Kelsey, Chang, Wei, Che, Zhengping, Chen, Andrew T.Y., Chen, Haimin, Chen, Huaming, Chen, Youning, Chen, Zhao, Choi, Youngrok, Chowdhury, Mohiuddin A.K., Christensen, Martin R., Cooke, Robert S.C., Cottini, Marzia, Covington, Natalie V., Cunningham, Catriona, Delarocque, Julien, Devos, Lucie, Dhar, Aurup R., Ding, Ke-Feng, Dong, Kexian, Dong, Zheng, Dreyer, Niklas, Ekstrand, Chelsea, Fardet, Tanguy, Feleke, Berhanu E., Feurer, Thomas, Freitas, Angela, Gao, Tian, Gebremedhin, Giganti, Francesco, Grabowski, Piotr, Guerra-Mora, José R., Guo, Chengying, Guo, Xinyi, Gupta, Himanshu, He, Shuonan, Heijne, Marloes, Heinemann, Stephanie, Hogrebe, Alexander, Huang, Zhengping, Iskander-Rizk, Sophinese, Iyer, Lavanya M., Jahan, Yasmin, James, Ameh S., Joel, Emmanuel, Joffroy, Bastian, Jégousse, Clara, Kambondo, George, Karnati, Priyanka, Kaya, Cihan, Ke, An, Kelly, Daniel, Kickert, Rob, Kidibule, Peter E., Kieselmann, Jennifer P., Kim, Hyeon J., Kitazawa, Takeshi, Lamberts, Aniek, Li, You, Liang, Huakang, Linn, Sabrina N., Litfin, Thomas, Liusuo, Wang, Lygirou, Vasiliki, Mahato, Ajay K., Mai, Zhi-Ming, Major, Rupert W., Mali, Samira, Mallis, Panagiotis, Mao, Wenzhi, Marvin-Dowle, Katie, Mason, Leanda D., Merideth, Ben, Merino-Plaza, Maria J., Merlaen, Britt, Messina, Rossella, Mishra, Anand K., Muhammad, Junaid, Musinguzi, Conrad, Nanou, Afroditi, Naqash, Amreen, Nguyen, Joe T., Nguyen, Thi T.H., Ni, Duan, Nida, Notcovich, Shirli, Ohst, Barnabas, Ollivier, Quinn R., Osses, Daniël F., Peng, Xiangda, Plantinga, Arnoud, Pulia, Michael, Rafiq, Muhammad, Raman, Ayush, Raucher-Chéné, Rawski, Rafal, Ray, Asit, Razak, Lubna A., Rudolf, Kevin, Rusch, Peter, Sadoine, Margaux L., Schmidt, Axel, Schurr, Roey, Searles, Stephen, Sharma, Saurab, Sheehan, Barry, Shi, Chunhu, Shohayeb, Belal, Sommerlad, Andrew, Strehlow, Jan, Sun, Xianbao, Sundar, Raghav, Taherzadeh, Ghazaleh, Tahir, Nur D.M., Tang, Jun, Testa, Jean, Tian, Zhiqi, Tingting, Qian, Verheijen, Geert P., Vickstrom, Casey, Wang, Teng, Wang, Xiaomin, Wang, Zhenxing, Wei, Pan, Wilson, Alex, Wyart, Yassine, Abdul-Amir, Yousefzadeh, Abbas, Zare, Asma, Zeng, Zhen, Zhang, Chengrong, Zhang, Haowen, Zhang, Linxing, Zhang, Tongchuan, Zhang, Weijia, Zhang, Zhe, Zhou, Jianyu, Zhu, Dongjie, Adamo, Vincenzo, Adeyemo, Adebolajo A., Aggelidou, Maria, Al-Owaifeer, Adi M., Al-Riyami, Arwa Z., Alzghari, Saeed K., Andersen, Vibeke, Angus, Kathryn, Asaduzzaman, Muhammad, Asady, Hadi, Ato, Dai, Bai, Xiaoyong, Baines, Rebecca L., Ballantyne, Maghan, Ban, Bo, Beck, Jill, Ben-Nafa, Walid, Black, Emma, Blancher, Antoine, Blankstein, Ron, Bodagh, Neil, Borges, Paulo, Brooks, Anastasia, Brox-Ponce, Josue, Brunetti, Arturo, Canham, Colin D., Carninci, Piero, Carvajal, Richard, Chang, Shun C., Chao, Jie, Chatterjee, Pranab, Chen, He, Chen, Liming, Chen, Yi-Chun, Chhatriwalla, Adnan K., Chikowe, Ibrahim, Chuang, Trees-Juen, Collevatti, Rosane G., Cornejo, Diego A.V., Cuenda, Ana, Dao, Myriam, Dauga, Delphine, Deng, Zaian, Devkota, Kiran, Doan, Lisa V., Elewa, Yaser H.A., Fan, Dongsheng, Faruk, Mohammed, Feifei, Shi, Ferguson, Trevor S., Fleres, Francesco, Foster, Emma J., Foster, Stephen, Furer, Tzvi, Gao, Yibo, Garcia-Rivera, Enid J., Gazdar, Adi, George, Ronald B., Ghosh, Sayantan, Gianchecchi, Elena, Gleason, Joshua M., Hackshaw, Allan, Hall, Adam, Hall, Richard, Harper, Paul, Hogg, William E., Huang, Guangqun, Hunter, Kylie E., Ijzerman, Adriaan P., Jesus, Carlos, Jian, Gao, Lewis, James S., Kanj, Souha S., Kaur, Harsheen, Kelly, Shona, Kheir, Fayez, Kichatova, V.S., Kiyani, Musa, Klein, Reinhild, Kovesi, Tom, Kraschnewski, Jennifer L., Kumar, Addanki P., Labutin, Dmitry, Lazo-Langner, Alejandro, Leclercq, Guy, Li, Maoteng, Li, Qingchun, Li, Tangliang, Li, Yongzhe, Liao, Wei-Ting, Liao, Zheng-Yin, Lin, Jessica, Lizer, J., Lobreglio, Giambattista, Lowies, Cher, Lu, Cheng, Majeed, Haroon, Martin, Adam, Martinez-Sobrido, Luis, Meresh, Edwin, Middelveen, Marianne, Mohebbi, Alireza, Mota, Jorge, Mozaheb, Zahra, Muyaya, Ley, Nandhakumar, Amar, Ng, Sheryl H.X., Obeidat, Monther, Oh, Deog-Hwan, Owais, Mohammed, Pace-Asciak, Pia, Panwar, Ajay, Park, Caroline, Patterson, Chris, Penagos-Tabaree, Felipe, Pianosi, Paolo T., Pinzi, Valentina, Pridans, Clare, Psaroulaki, Anna, Pujala, Ravi K., Pulido-Arjona, Leonardo, Qi, Peng-Fei, Rahman, Proton, Rai, Nayanjot K., Rassaf, Tienush, Refardt, Julie, Ricciardi, Walter, Riess, Olaf, Rovas, Alexandros, Sacks, Frank M., Saleh, Sherif, Sampson, Christopher, Schmutz, Axel, Sepanski, Robert, Sharma, Neeraj, Singh, Manisha, Spearman, Paul, Subramaniapillai, Mehala, Swali, Ritu, Tan, Cher M., Tellechea, Juan I., Thomas, Lisa-Marie, Tong, Xin, Vavvas, Demetrios G., Veys, Ralf, Vitriol, Veronica, Wang, Horng-Dar, Wang, Jinhui, Wang, Jiucun, Waugh, Jason, Webb, S.A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, and Pullan, Wayne

Abstract

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

Published
2019

24. The Weakest Link : Assessing Vulnerabilities, Risks, And Tree Adaptive Capacity Of Temperate Forests To Global Changes

Author

Nolet, Philippe

Abstract

Forests are shaped by disturbances u2013 for better or worse. Disturbances can be analyzed individually, but it is their interactions that are likely to lead to megadisturbances regimes u2013 such as hotter droughts and more extensive and severe wildfires u2013 challenging the main objectives of forest management, which are to provide ecosystem services sustainably to society and to restore or maintain its resilience. Applying resilience concepts in forest management is especially relevant in the context of climate variability because the stochastic nature of disturbances often makes them difficult to predict.The resistance of a forest to disturbance depends largely on the species composition of the canopy trees that currently dominate the forest; yet its adaptive capacity may reside primarily in future canopy replacement by trees of the same or other species. Therefore, we focused on (i) the effect of disturbances on a subset of biological characteristics (e.g., dispersal, shade tolerance) of 30 tree species of temperate forests; and (ii) their tolerance to a wide range of disturbances (e.g., drought, insects) for both the overstory and regeneration strata. While recognizing that ecosystem collapse will likely manifest itself differently depending on landscape context, we provide a systematic approach that can be applied to any forest to evaluate the risk of collapsing, as a result of the loss of ecosystem resistance and resilience. We argue that, given the complexities and uncertainties related to increasingly frequent and severe disturbances, management should aim at increasing diversity thus keeping more options open for the future if conditions or responses change.

Published
2017

30. Contributions of a global network of tree diversity experiments to sustainable forest plantations

Author

UCL - SST/ELI/ELIE - Environmental Sciences, Verheyen, Kris, Vanhellemont, Margot, Auge, Harald, Baeten, Lander, Baraloto, Christopher, Barsoum, Nadia, Bilodeau-Gauthier, Simon, Bruelheide, Helge, Castagneyrol, Bastien, Godbold, Douglas, Haase, Joséphine, Hector, Andy, Jactel, Hervé, Koricheva, Julia, Loreau, Michel, Mereu, Simone, Messier, Christian, Muys, Bart, Nolet, Philippe, Paquette, Alain, Parker, John, Perring, Mike, Ponette, Quentin, Potvin, Catherine, Reich, Peter, Smith, Andy, Weih, Martin, Scherer-Lorenzen, Michael, UCL - SST/ELI/ELIE - Environmental Sciences, Verheyen, Kris, Vanhellemont, Margot, Auge, Harald, Baeten, Lander, Baraloto, Christopher, Barsoum, Nadia, Bilodeau-Gauthier, Simon, Bruelheide, Helge, Castagneyrol, Bastien, Godbold, Douglas, Haase, Joséphine, Hector, Andy, Jactel, Hervé, Koricheva, Julia, Loreau, Michel, Mereu, Simone, Messier, Christian, Muys, Bart, Nolet, Philippe, Paquette, Alain, Parker, John, Perring, Mike, Ponette, Quentin, Potvin, Catherine, Reich, Peter, Smith, Andy, Weih, Martin, and Scherer-Lorenzen, Michael

Published
2016

31. Comparing the effects of even-and uneven-aged silviculture on ecological diversity and processes: A review.

Author

Nolet, Philippe, Kneeshaw, Daniel, Messier, Christian, and Béland, Martin

Subjects
*FORESTS & forestry, *ECOLOGICAL impact, *PROTECTED areas, *BIOINDICATORS, *CLEARCUTTING
Abstract

With an increasing pressure on forested landscapes, conservation areas may fail to maintain biodiversity if they are not supported by the surrounding managed forest matrix. Worldwide, forests are managed by one of two broad approaches--even-and uneven-aged silviculture. In recent decades, there has been rising public pressure against the systematic use of even-aged silviculture (especially clear-cutting) because of its perceived negative esthetic and ecological impacts. This led to an increased interest for uneven-aged silviculture. However, to date, there has been no worldwide ecological comparison of the two approaches, based on multiple indicators. Overall, for the 99 combinations of properties or processes verified (one study may have evaluated more than one property or process), we found nineteen (23) combinations that clearly showed uneven-aged silviculture improved the evaluated metrics compared to even-aged silviculture, eleven (16) combinations that showed the opposite, and 60 combinations that were equivocal. Furthermore, many studies were based on a limited study design without either a timescale (44 of the 76) or spatial (54 of the 76) scale consideration. Current views that uneven-aged silviculture is better suited than even-aged silviculture for maintaining ecological diversity and processes are not substantiated by our analyses. Our review, by studying a large range of indicators and many different taxonomic groups, also clearly demonstrates that no single approach can be relied on and that both approaches are needed to ensure a greater number of positive impacts. Moreover, the review clearly highlights the importance of maintaining protected areas as some taxonomic groups were found to be negatively affected no matter the management approach used. Finally, our review points to a lack of knowledge for determining the use of even-or uneven-aged silviculture in terms of both their respective proportion in the landscape and their spatial agency. [ABSTRACT FROM AUTHOR]

Published
2018
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32. Mapping temperate forest stands using mobile terrestrial LiDAR shows the influence of forest management regimes on tree mortality.

Author

Cordero Montoya, Rebeca, D'Amato, Anthony W., Messier, Christian, and Nolet, Philippe

Subjects
TREE mortality, FOREST management, FOREST mapping, TEMPERATE forests, LIDAR, FOREST regeneration, LOGGING
Abstract

• Innovative approach using mobile laser scanning for rapid mapping of forest stands. • Forest management, by itself, had a strong effect on tree mortality probability. • Tree death is more likely in uneven-aged stands than in even-aged or unmanaged stands. • Silviculture can be used to cope with the effects of climate change on mortality. With global change, forest trees will be exposed to increasing stress in the coming decades with various studies demonstrating that stress-related mortality will increase in forests. While tree death can be triggered by a single factor, it is often caused by the accumulation and the complex interaction of various stressors. Several silvicultural strategies have been developed to cope with global change but very few studies have addressed the ways in which silvicultural regimes interact with various stressors to influence tree mortality. This lack of research on the effects of forest management regimes on tree mortality may be due to the challenge of acquiring large (or long-term) datasets to assess tree mortality in forests. Within this context and using a mobile terrestrial LiDAR approach for rapid 3D-mapping of forest stands, we aimed to (i) compare recent tree mortality patterns in temperate forests among contrasting forest management regimes (even-aged silviculture, uneven-aged silviculture and unmanaged forests), and (ii) evaluate the relative influence of regeneration harvest severity on tree mortality compared to other spatially explicit factors (i.e., localized competition and slope position) and non-spatially explicit factors (i.e. tree DBH -diameter at breast height- and tree species group). In a permanent sample plot network, we mapped 15 508 dead and living trees (>9.1 cm DBH) within 37 sugar maple-dominated stands: 14 even-aged, 16 uneven-aged and 7 unmanaged stands. We separated the relative role of forest management on individual tree mortality from other factors such as size, species, slope position, and localized competition by modeling the probability of mortality for each tree. Localized competition or slope position were not significant factors describing tree mortality. Results showed that tree mortality was influenced by tree species, DBH and forest management regime. Models indicated that forest management regime, by itself, had a strong effect on tree mortality proportion. Results also indicated that trees in uneven-aged stands had a higher probability of dying than the those in even-aged or unmanaged stands. However, we do not advocate for the replacement of uneven-aged regimes in favour of even-aged ones. Instead, we believe that, in the context of global change, adjustments should be made to uneven-aged regimes to reduce risk of mortality. Moreover, our study reinforces the idea that silviculture can be applied in such a way as to enhance stand resistance and resilience to cope with global change; for example, by influencing size structure and species composition, which greatly influence tree mortality. [ABSTRACT FROM AUTHOR]

Published
2023
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33. Contributions of a global network of tree diversity experiments to sustainable forest plantations

Author

Verheyen, Kris, primary, Vanhellemont, Margot, additional, Auge, Harald, additional, Baeten, Lander, additional, Baraloto, Christopher, additional, Barsoum, Nadia, additional, Bilodeau-Gauthier, Simon, additional, Bruelheide, Helge, additional, Castagneyrol, Bastien, additional, Godbold, Douglas, additional, Haase, Josephine, additional, Hector, Andy, additional, Jactel, Hervé, additional, Koricheva, Julia, additional, Loreau, Michel, additional, Mereu, Simone, additional, Messier, Christian, additional, Muys, Bart, additional, Nolet, Philippe, additional, Paquette, Alain, additional, Parker, John, additional, Perring, Mike, additional, Ponette, Quentin, additional, Potvin, Catherine, additional, Reich, Peter, additional, Smith, Andy, additional, Weih, Martin, additional, and Scherer-Lorenzen, Michael, additional

Published
2015
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41. A new silvicultural approach to the management of uneven-aged Northern hardwoods: frequent low-intensity harvesting.

Author

Nolet, Philippe, Doyon, Frédérik, and Messier, Christian

Subjects
SILVICULTURAL systems, FOREST management, HARDWOODS, LOGGING, TIMBER, PRODUCT quality
Abstract

We report a new silvicultural approach that is well suited for the management of uneven-aged forests in which timber production is an important objective. The approach recognizes two main components in the stand, i.e. a fiber production component, which provides veneer/sawlog quality products from the high-quality trees (HQT), and an ecological component, which contributes to the overall ecosystem functioning through the lower value stems. The objective of the study was to verify if it is possible to sustainably harvest only HQT in northern hardwood (NH) and thereby produce a viable alternative to high-grading the stands. To do so, a simple stand growth simulator, based on empirical growth rates of HQT in Sugar Maple/Yellow Birch stands in southwestern Quebec, was combined with an optimization tool. The optimization parameters aimed to identify possible tree marking regimes (TMRs) under 10-year rotation partial cutting, which would ensure that the basal area of HQT was maintained for 40 years. Results suggest that sustainability is achievable starting from very different initial stand structures and the application of a wide range of alternative TMRs. We argue that this new approach is one way to apply emerging concepts in forest management, such as ecological integrity, attempts to emulate natural disturbance regimes and provides new possibilities managing for resilience and for adaptation to climate change. [ABSTRACT FROM PUBLISHER]

Published
2014
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43. Vegetation Control Treatments to Favor Naturally Regenerated Betula alleghaniensis Saplings Following Seed-Tree Cut: Sapling Monitoring Two Years after Treatment.

Author

Bouffard, Daniel, Nolet, Philippe, Delagrange, Sylvain, Lorenzetti, François, and Yamasaki, Stephen

Subjects
*ECOLOGY, *NATURE conservation, *PLANT physiology, *BIOCLIMATOLOGY, *VEGETATION & climate, *ETIOLATION, *YELLOW birch, *POPULATION density, *BIOMASS
Abstract

Control of competing vegetation is recommended to ensure successful Yellow birch ( Betula alleghaniensis Britton) regeneration within juvenile stands that do not sustain high enough sapling densities of this species. Four contrasting vegetation control treatments were tested to determine their effect on the growth and vigor of eight-year-old B. alleghaniensis saplings regenerating after final cutting of a shelterwood seed cut. Vegetation control treatments were TC (total circular removal), PC (circular removal of codominant competing vegetation), TS (total semicircular removal on 180° section), and NC (no vegetation control). Two years after treatment application, diameter growth significantly improved in response to vegetation control treatments, whereas sapling height growth did not. This pattern of biomass allocation was directly related to sapling etiolation, which increased with decreasing severity of vegetation removal. As a result, application of vegetation control, especially TC and PC treatments, was valuable in reducing signs of stress in saplings. However, increasing the severity of vegetation removal also made saplings more conspicuous to herbivores, which increased browsing, especially in the TC and PC treatments. Browsing was sufficient in some plots of the TC and PC treatments to overcome the vigor and diameter growth enhancements observed when browsing was negligible. In contrast to the TC and PC treatments, the TS treatment kept browsing very low while largely removing competition. The results suggest that B. alleghaniensis saplings established after final cutting of a shelterwood seed cut do take advantage of vegetation control treatments, but the decision to apply these treatments must include consideration of local herbivore population densities. [ABSTRACT FROM AUTHOR]

Published
2007
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44. Coexistence et sylviculture de l'érable à sucre et du hêtre à grandes feuilles dans un contexte de changements globaux

Author

Nolet, Philippe and Nolet, Philippe

Abstract

La présente étude visait à mieux comprendre la dynamique de la coexistence entre l'érable à sucre (Acer saccharum Marsh.) et le hêtre à grandes feuilles (Fagus grandifolia Ehrh.) dans un contexte de changements globaux et à évaluer des pratiques sylvicoles pouvant être adaptées à cet écosystème dans ce contexte en perpétuel changement. Dans le premier chapitre, nous nous sommes intéressés à l'effet de la fertilisation sur la croissance et la régénération de ces deux espèces dans un contexte où plusieurs auteurs émettent l'hypothèse d'une baisse de fertilité des sols – en raison des précipitations acides – qui défavoriserait l'érable aux par rapport au hêtre à grandes feuilles. Les données provenant d'un dispositif de fertilisation (chaulage) ne montrent que des effets négligeables de ce traitement sur la dynamique entre les deux essences, alors que des traitements de récolte et d'élimination des gaules de hêtre ont des effets beaucoup plus marqués. Nos résultats ne semblent pas démontrer que la richesse des sols est un facteur limitant la croissance et la régénération de l'érable à sucre dans la région à l'étude. Dans le deuxième chapitre, nous nous sommes penchés sur l'évolution comparée de la croissance de l'érable à sucre et du hêtre sur une période d'environ 60 ans par dendrochronologie. Nos résultats démontrent clairement une chute abrupte de la croissance de l'érable par rapport au hêtre à partir de 1986. Sans pouvoir l'affirmer avec certitude, nous émettons l'hypothèse que cette baisse de croissance serait due à un événement de redoux suivi d'un gel sévère en janvier 1986, puis suivi par une sécheresse en 1988. Non seulement l'érable à sucre n'a pas recouvré sa croissance 20 ans plus tard, mais il semble avoir été affecté de nouveau par un autre événement extrême. Comme les événements extrêmes sont appelés à être de plus en plus fréquents, mais qu'ils peuvent avoir des effets en apparence subtils, nous prônons le développement d'approches de modélisation nova

46. Coexistence et sylviculture de l'érable à sucre et du hêtre à grandes feuilles dans un contexte de changements globaux

Author

Nolet, Philippe

Subjects
Coexistence des espèces, Érable à sucre, Hêtre à grandes feuilles, Sylviculture, Traitement sylvicole, Forêts, Changement global (Environnement)
Abstract

La présente étude visait à mieux comprendre la dynamique de la coexistence entre l'érable à sucre (Acer saccharum Marsh.) et le hêtre à grandes feuilles (Fagus grandifolia Ehrh.) dans un contexte de changements globaux et à évaluer des pratiques sylvicoles pouvant être adaptées à cet écosystème dans ce contexte en perpétuel changement. Dans le premier chapitre, nous nous sommes intéressés à l'effet de la fertilisation sur la croissance et la régénération de ces deux espèces dans un contexte où plusieurs auteurs émettent l'hypothèse d'une baisse de fertilité des sols – en raison des précipitations acides – qui défavoriserait l'érable aux par rapport au hêtre à grandes feuilles. Les données provenant d'un dispositif de fertilisation (chaulage) ne montrent que des effets négligeables de ce traitement sur la dynamique entre les deux essences, alors que des traitements de récolte et d'élimination des gaules de hêtre ont des effets beaucoup plus marqués. Nos résultats ne semblent pas démontrer que la richesse des sols est un facteur limitant la croissance et la régénération de l'érable à sucre dans la région à l'étude. Dans le deuxième chapitre, nous nous sommes penchés sur l'évolution comparée de la croissance de l'érable à sucre et du hêtre sur une période d'environ 60 ans par dendrochronologie. Nos résultats démontrent clairement une chute abrupte de la croissance de l'érable par rapport au hêtre à partir de 1986. Sans pouvoir l'affirmer avec certitude, nous émettons l'hypothèse que cette baisse de croissance serait due à un événement de redoux suivi d'un gel sévère en janvier 1986, puis suivi par une sécheresse en 1988. Non seulement l'érable à sucre n'a pas recouvré sa croissance 20 ans plus tard, mais il semble avoir été affecté de nouveau par un autre événement extrême. Comme les événements extrêmes sont appelés à être de plus en plus fréquents, mais qu'ils peuvent avoir des effets en apparence subtils, nous prônons le développement d'approches de modélisation novatrices qui permettront de prendre en compte les effets de tels événements. Dans le troisième chapitre, nous nous sommes intéressés à l'aménagement équienne comme outil potentiel pour l'adaptation aux changements globaux puisque ce mode d'aménagement est presqu'inutilisé dans les érablières du Québec. L'aménagement équienne présente l'avantage de favoriser une grande diversité – tant à l'échelle du peuplement que du paysage – qui est souvent vue comme un élément important de la résilience des forêts face aux changements globaux. Malgré l'absence de littérature sur le sujet, il existe une forte croyance à l'effet que l'aménagement inéquienne est préférable à l'aménagement équienne pour favoriser la résilience des forêts. Nous avons ainsi procédé à une revue de littérature recensant les articles scientifiques à travers le monde qui comparent les deux modes d'aménagement au niveau écologique. Il ressort de cette revue qu'aucune des deux approches ne semble supérieure à l'autre du point de vue écologique, chacune ayant ses avantages et inconvénients. Comme les réponses observées sur les effets de l'aménagement équienne et inéquienne sont très spécifiques aux espèces, cette revue supporte qu'une diversité d'approches sylvicoles sont nécessaires pour maintenir une diversité d'habitats. Par le fait même, notre étude ouvre la voie pour les aménagistes à l'utilisation d'un outil sylvicole supplémentaire – l'aménagement équienne, qui était quasiment proscrit dans certains types de forêts (ex. : les forêts de feuillus nobles) – pour faire face aux changements globaux. Pris dans leur ensemble, les résultats des chapitres de la thèse supportent l'utilisation mesurée de l'aménagement équienne dans les érablières pour, entre autres, favoriser l'érable à sucre aux dépens du hêtre et la résilience de cet écosystème dans son ensemble. Enfin, nous jetons les bases d'une approche permettant de doser le niveau d'interventionnisme de l'humain dans sa volonté de faciliter l'adaptation des écosystèmes forestiers aux changements globaux.

Published
2016

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