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    Tytuł:
    Bridging the Gap between Field Experiments and Machine Learning: The EC H2020 B-GOOD Project as a Case Study towards Automated Predictive Health Monitoring of Honey Bee Colonies
    Autorzy:
    Schoonman, Marten
    Dalmon, Anne
    Filipiak, Michał
    Schäfer, Marc O
    Castro, Sílvia
    Flener, Claude
    Lopes, Sara
    Verbeke, Wim
    van Gennip, Pim
    Peters, Jeroen
    Ulgezen, Zeynep
    Godeau, Ugoline
    Matthijs, Severine
    Alaux, Cedric
    Mcveigh, Adam
    Topping, Christopher J
    Streicher, Tabea
    Sousa, José Paulo
    Giurgiu, Alexandru I
    Bencsik, Martin
    Duan, Xiaodong
    Capela, Nuno
    Loureiro, João
    Leufgen, Kirsten
    Valkenburg, Dirk-Jan
    van Dooremalen, Coby
    Dall’olio, Raffaele
    Alves, Joana
    Simões, Sandra
    Bica, João
    Mikołajczyk, Łukasz
    Alves da Silva, António
    de Smet, Lina
    Kumar, Tarun
    Horčičková, Eva
    de Graaf, Dirk C
    Boúúaert, David Claeys
    Ziółkowska, Elżbieta
    van Delden, April
    Beaurepaire, Alexis
    Schaafsma, Famke
    Le Conte, Yves
    Alves, Fátima
    Freshley, Dana
    Williams, James Henty
    van den Bosch, Trudy
    Xu, Mang
    Moro, Arrigo
    Tehel, Anja
    Dezmirean, Daniel S
    Paxton, Robert J
    Wydawca:
    MDPI
    Cytata wydawnicza:
    van Dooremalen, C.; Ulgezen, Z.N.; Dall’Olio, R.; Godeau, U.; Duan, X.; Sousa, J.P.; Schäfer, M.O.; Beaurepaire, A.; van Gennip, P.; Schoonman, M.; et al. Bridging the Gap between Field Experiments and Machine Learning: The EC H2020 B-GOOD Project as a Case Study towards Automated Predictive Health Monitoring of Honey Bee Colonies. Insects 2024, 15, 76. https://doi.org/10.3390/insects15010076
    Opis:
    Honey bee colonies have great societal and economic importance. The main challenge that beekeepers face is keeping bee colonies healthy under ever-changing environmental conditions. In the past two decades, beekeepers that manage colonies of Western honey bees (Apis mellifera) have become increasingly concerned by the presence of parasites and pathogens affecting the bees, the reduction in pollen and nectar availability, and the colonies’ exposure to pesticides, among others. Hence, beekeepers need to know the health condition of their colonies and how to keep them alive and thriving, which creates a need for a new holistic data collection method to harmonize the flow of information from various sources that can be linked at the colony level for different health determinants, such as bee colony, environmental, socioeconomic, and genetic statuses. For this purpose, we have developed and implemented the B-GOOD (Giving Beekeeping Guidance by computational-assisted Decision Making) project as a case study to categorize the colony’s health condition and find a Health Status Index (HSI). Using a 3-tier setup guided by work plans and standardized protocols, we have collected data from inside the colonies (amount of brood, disease load, honey harvest, etc.) and from their environment (floral resource availability). Most of the project’s data was automatically collected by the BEEP Base Sensor System. This continuous stream of data served as the basis to determine and validate an algorithm to calculate the HSI using machine learning. In this article, we share our insights on this holistic methodology and also highlight the importance of using a standardized data language to increase the compatibility between different current and future studies. We argue that the combined management of big data will be an essential building block in the development of targeted guidance for beekeepers and for the future of sustainable beekeeping.
    Honey bees are very important for nature and food production. However, beekeepers’ work is continuously challenged by pests, pathogens, pesticides, and other impacts of the environment on their honey bee colonies, and, therefore, they would greatly benefit from up-to-date insights on the health condition of their bees. To disturb those bee colonies as little as possible, it is preferable that this information be collected in an automated way. In this article, we present the B-GOOD project as a case study to monitor the health of honey bee colonies in an automated, standardized way. The use of a similar approach by researchers in their future studies would allow the combination of different datasets on bee health. More data combinations would facilitate the use of machine learning to better and more accurately determine the thresholds for beekeeper interventions, the underlying mechanisms of honey bee colony health, and the prediction of health and colony losses, among other indicators.
    Dostawca treści:
    Repozytorium Centrum Otwartej Nauki
    Artykuł
    Tytuł:
    Large expert-curated database for benchmarking document similarity detection in biomedical literature search
    Autorzy:
    Bhardwaj, Vivek
    Beyene, Tariku J.
    Zhang, Yusen
    Yassine, Abdul-Amir
    Li, Jiansheng
    Effiong, Andem
    Zhongheng, Zhang
    Founou, Luria L.
    Khider, Tarig
    Bradley, Graeme
    Roach, Neil W.
    Mier, Pablo
    Tan, Ene-Choo
    Dings, Ruud P. M.
    Pearce, Simon P.
    Giordano, Maurizio
    Beck, Jill
    Negera, Edessa
    Mack, Heather G.
    Middelveen, Marianne
    Wojan, Timothy R.
    Culver, David C.
    Ammerman, Brooke A.
    Nie, Jiyun
    Giganti, Francesco
    Janga, Sarath C.
    Silveyra, Patricia
    Ross, Kehinde
    Carninci, Piero
    Doxey, Andrew C.
    Zhang, Chengrong
    Vorholt, Julia A.
    Galimov, Evgeny
    Zhang, Xiaolei
    Sukocheva, Olga
    Debrabant, Birgit
    Ehert, Felix
    Casillas, Sònia
    Shalchyan, Vahid
    Zhao, Yuan
    Faruk, Mohammed
    Guerra-Mora, José R.
    Costa, Bruno M.
    Stoynova, Nataliya V.
    Aplin, John D.
    Diao, Jiajie
    Thomas, Lisa-Marie
    Parchi, Piero
    Atlas, Lauren
    Sun, Jim
    Choi, YoungRok
    Tuttle, Neil
    Turak, Ayse
    Shirvalkar, Prasad
    Sebastian, Agata
    Toelzer, Christine
    Graham, Kathryn E.
    Fu, Fan
    Ostrikov, Kostya
    Walsh, Laurence J.
    Mohapatra, D. P.
    Zhang, Weijia
    Kane, Nolan C.
    So, Po-Wah
    Saad, Sonia
    Vatanparast, Hamid
    Yamato, Masayuki
    Kheir, Fayez
    Gao, Tian
    Black, Emma
    Chen, Dong F.
    Kiyani, Musa
    Ray, Asit
    Jin, Yi
    Bartas, Martin
    Ben-Nafa, Walid
    Heinrich, Michael
    Nobile, Clarissa J.
    Nanou, Afroditi
    Mahdavi, S. R.
    Kelly, Daniel
    Voutchkova, Denitza D.
    Raucher-Chéné, Delphine
    Mohebbi, Alireza
    Kobold, Sebastian
    Tennakoon, Sumudu
    Raghava, Gajendra P. S.
    Rawski, Rafał
    Gilliham, Matthew
    Boakye, Dominic W.
    Dao, Myriam
    Cheng, Jianlin
    Rahman, Proton
    Diouf, Barthelemy
    Shimada, Tomohiro
    Portillo, M. C.
    Wang, Xiaomin
    Li, Bingling
    Miotła, Paweł
    Almeida, Gabriel M.F.
    Cunningham, Catriona
    Bourgoin, Thierry
    Merlaen, Britt
    Rappsilber, Juri
    Thorne, Sally
    Sadoine, Margaux L.
    Mason, Leanda D.
    Baade, Peter D.
    Chen, Hui
    Targett-Adams, Paul
    Abu-Zaid, Ahmed
    Nida, Zahid
    Page, Andrew
    Falter-Wagner, Christine M.
    Albery, Gregory F.
    Terrier, Olivier
    Zeng, Erliang
    Krause, Günter
    Sack, George H.
    Tan, Cher M.
    Waldron, Levi
    Duijf, Pascal H. G.
    Kristiansson, Erik
    Alimba, C. G.
    Verlot, Pierre
    Ballantyne, Maghan
    Grice, Darren
    Cao, Bing
    Cottini, Marzia
    Hanson, Jack
    Cao, Zanxia
    Kurdak, Hatice
    Basharat, Zarrin
    Cooper, David N.
    Gridneva, Zoya
    Perry, Samuel R.
    Groen, Ewout J. N.
    Hogg, William E.
    Liang, Huakang
    An, Qianli
    Xu, Taosheng
    Braubach, Oliver
    Moores, Carly
    Pelkonen, Tuula
    Esnakula, Ashwini K.
    Selinski, Jennifer
    Bannon, Ross
    Grabowski, Piotr
    Kumar, Narendra
    Chalmers, Kelsey
    Xu, Jialin
    Hilaire, Cynthia St.
    Matsui, Yoichi
    Mallis, Panagiotis
    Lamberts, Aniek
    Eckweiler, Denitsa
    Darras, Sébastien
    Tiffon, Celine
    Zhang, Kai
    Stevanovic, Dejan
    Mahato, Ajay K.
    Kanj, Souha S.
    Speakman, John R.
    Margelyte, Ruta
    Chung, Hee-Jung
    Schmidt, Axel
    Brown, James A. L.
    Frilander, Mikko J.
    Riddick, Eric W.
    Baier, Dirk
    Elkum, Naser
    Yan, Hong
    Hongoh, Yuichi
    Bae, Taeok
    Joffroy, Bastian
    Soraggi, Samuele
    Dauga, Delphine
    Kelly, Sarah
    Lin, Michael Z.
    Birch, John
    Narayan, Edward
    Rodrigues, Tiago
    Berezikov, Eugene
    Butkowski, Eugene G.
    Lu, Jin-Jian
    Fan, Xiao
    Zhang, Chongxing
    Murai, Noriyuki
    Beale, Andrew
    Murphy, Denis J.
    Foley, Kieran G.
    Tsapas, Apostolos
    Gadelkareem, Rabea A.
    Lee, Ming-Yih
    Gaullier, Guillaume
    Harvey, David J.
    Bouvard, Daniel
    Kamboj, Sunjeev K.
    Lyu, Ran
    Goodin, Amie
    Uversky, Vladimir N.
    Adeyemo, Adebolajo A.
    Laslett, Andrew L.
    Jia, Yangyang
    Nandakumar, Kutty S.
    Nixon, Brett
    Blaskovich, Mark A. T.
    He, Shuonan
    Grande-Pérez, Ana
    Wilson, Alex
    Marinello, Francesco
    Bosch, Carles
    Molari, Massimiliano
    Alper, Ozgul M.
    Lin, Jessica
    Zhang, Junpeng
    Oghami, Robert S.
    Grybos, Malgorzata
    Hodzic, Enisa
    Michaelis, Martin
    Fernandez-Fernandez, Beatriz
    Prince, Martin
    Staege, Martin S.
    Echeverría, Natalia
    Florio, Tullio
    Olofsson, Per
    Huang, Zhengping
    Kulkarn, Ameya
    Pan, Zihang
    Zhang, Wei
    Garip, Gulcan
    Stasiak, Andrzej
    Paganoni, Sabrina
    Blombach, Fabian
    Ciresi, A.
    Lachat, Carl
    Ogami, Koichi
    Mizukami, Takuo
    Bakkach, Joaira
    Park, Charny
    Sommerlad, Andrew
    Singer, Josef
    Ohtomo, Toshihiko
    Min, Rogier
    Moalic, Yann
    Quinn, Gwendolyn P.
    Gianchecchi, Elena
    Nowicki, Jessica P.
    Ouyang, Songying
    Bell, Melanie L.
    Ikeo, Kazuho
    Bail, Kasia
    Luu, Andreas M.
    Gloyn, Liz
    Roberts, David D.
    Voskarides, Konstantinos
    Lovell, Nigel H.
    Lacy-Colson, Jon
    Coupland, Carol
    Liu, Yu-Peng
    Parsons, Michael H.
    Parsons, Jerod R.
    Zeng, Zhen
    Karmakar, Chandan
    Friebe, Michael
    Blakely, Randy D.
    IJzerman, Adriaan P.
    Nordberg, Ana
    Jensen, Arne
    Ali, Junaid
    Asaduzzaman, Muhammad
    Asefa, N.G.
    Yin, Qinan
    Zhao, Xin
    Armitage, Charles
    Veys, Ralf
    Zeng, Chen
    Grothe, Michel J.
    Ling, Tong
    Boelaert, Marleen
    Forsayeth, John
    Kumar, Gyanendra
    Ni, Duan
    Kluz, Tomasz
    Verloh, Niklas
    Josse, Claire
    Tantawy, Marwa
    Zhu, Zhenxing
    Atack, John M.
    Xiao, Han
    Holgate, Joan Y.
    Le, Thuc D.
    Johnson, Andrew M.
    Christensen, Martin R.
    Wiener, Jan
    Orme, Mark W.
    Iyer, Lavanya M.
    Tzotzos, George
    Feifei, Shi
    Andersen, Vibeke
    Reiling, Jan H.
    Litfin, Thomas
    Kelly, Shona
    McMillan, Brian
    Merino-Plaza, Maria J.
    Huirne, Judith
    Johnson, Daniel M.
    Medina, Loreta
    Chinapaw, Mai
    Shiryayev, Oleg
    Koutoukidis, Dimitrios A.
    Mackey, David A.
    Karnati, Priyanka
    Xu, Jun
    Beck, Charles R.
    Olova, Nelly
    Greenwald, Noah F.
    Haenssgen, Marco J.
    Notcovich, Shirli
    Tinnefeld, Philip
    Al-Riyami, Arwa Z.
    Workman, Alan D.
    Martin, Adam
    Webster, Rebecca
    Xiao, Xiangshu
    Grunau, Christoph
    Gusev, Oleg
    Li, Tangliang
    Schuon, Robert A.
    Megersa, Moa
    Moal, Iain
    Strobl, Frederic
    Wang, Yun
    Han, Renzhi
    Guisado, J. L.
    Chikowe, Ibrahim
    Esfahlani, Shabnam S.
    Wolff, Mathieu
    Callahan, Tiffany J.
    Chandrasekaran, Arun Richard
    Miller, Jack J.
    Udo, Edet E.
    Binder, Karin
    Yli-Kauhaluoma, Jari
    Burton, Kathryn J.
    Macleod, Angus
    Engel, Michael S.
    Prajapati, Anilkumar S.
    de Keersmaecker, Kim
    Tian, Chang F.
    Carroll, Grace
    Pereira, Joana L.
    Fuss, Johannes
    Hu, Pingzhao
    Wong, Bryan M.
    El-Adawy, Hosny
    Ortiz, Alberto
    Boah, Michael
    Nguyen, Joe T.
    Avery, Simon V.
    Farber, Debora B.
    Nolan, Fiona
    Sallmon, Hannes
    Sampson, Christopher
    Harper, Paul
    Danielsen, Håvard E.
    Zhang, Jilei
    Baines, Rebecca L.
    Tripathi, Sushil
    Niehof, Monika
    Kong, Xiangpeng
    Viveiros, Miguel
    van Raaij, Mark J.
    Gani, Federica
    Haston, Scott
    Soares, António
    Chowdhury, Mohiuddin A. K.
    Norris, Adam D.
    Hu, Guoku
    Brand, Thomas
    Greiff, Victor
    Meunier, Frederic A.
    Cheng, Changxiu
    Lercher, Lukas
    Alsuhaibani, Mohammed
    Ganpule, Arvind P.
    Zevnik, Branko
    Lum, Fok M.
    Meads, Catherine
    Gnasso, Agostino
    Peifer, Mark
    Eustace, Alex J.
    Manke, Thomas
    Brownlie, Jeremy
    Bourke, Emer
    Cui, Huijuan
    Rehfeldt, Florian
    Williams, Brendan A.
    Song, Chunjiao
    Wang, Horng-Dar
    Goggs, Robert
    Zhang, Rongqiang
    Hobbs, Emma
    Cooke, Robert S. C.
    Nasios, Grigorios
    Grüneberg, Patrick
    Jutzeler, Catherine
    Yang, Sunny Y.
    Yang, Wei
    Bardot, Olivier
    Chuang, Trees-Juen
    Stein, Nils
    Palma, Jose-Alberto
    Xu, Shicai
    Cong-Cong, Yin
    Jesus, Carlos
    Wibowo, David
    Gleeson, Paul A.
    Mishra, Anand K.
    Torga, Gonzalo
    Outeiro, Tiago F.
    Pedro, Sansoa A.
    Tan, Aik-Choon
    Wang, Fuan
    Domingues, Helena S.
    Martinez-Salas, Encarnacion
    Brunetti, Arturo
    Kaiser, Stefan
    Xavier, Rose M.
    Hartmann, Marcus D.
    Khatlani, T.
    Xue, Yu
    Devriendt, Koenraad
    Canham, Colin D.
    Saleh, Sherif
    Niemeyer, Frank
    Pullan, Wayne
    Vuillemin, Anne
    Dogan, Yunus
    Valenti, Anna
    Goarant, Cyrille
    Kamagata, Koji
    Ascher, David B.
    Pace-Asciak, Pia
    Schymkowitz, Joost
    Kumar, Addanki P.
    Berrevoet, Frederik
    Mantalaris, Athanasios
    Liu, Siqi
    Micheau, Olivier
    Rafe, Ali
    Klempnauer, Karl-Heinz
    Chen, Chang-Er
    Andersen, Stig U.
    Qian, Siyu
    Kish, J. K.
    Ung, Carolina O. L.
    Ekstrand, Chelsea
    Mishra, Eleanor
    Navaratnarajah, Kuganathan
    Marvin-Dowle, Katie
    Hoenner, Xavier
    Razak, Lubna A.
    Jonscher, Karen R.
    Patil, Chandrashekhar D.
    Zhao, Jing
    Kempe, Andreas
    Covington, Natalie V.
    Lalaouna, David
    Bleackley, Mark
    Morrice, Nicola
    Prieto, Daniel
    Marschalek, Rolf
    Wang, Fang
    Joubert, Johan W.
    Macwan, Isaac
    Stephens, Andrew W.
    Safaei, Soroush
    Hunter, Kylie E.
    Kumar, Dilip
    Mavoa, Suzanne
    Wei, Junnian
    Chen, Haimin
    Schuler, Sidney
    Larrosa, Mar
    Mao, Wenzhi
    Miele, Adriana E.
    Bosch, Oliver
    Berthold, Maximilian
    Peng, Xiangda
    Ye, Yuzhen
    Rust, Petra
    Machhi, Jatin
    Zhang, Xianglilan
    Baumert, Philipp
    Hall, Adam
    Yousefzadeh, Abbas
    Chowdhury, Debashish
    Zhao, Guoyan
    Cho, William C. S.
    Kristensen, Søren R.
    Bengtsson-Palme, Johan
    Liu, Zhonghua
    Dalrymple, Brian P.
    Nolet, Philippe
    Li, Zhixiu
    Cockcroft, Shamshad
    Seltmann, Stefanie
    Winslade, Matthew
    Ng, Sheryl H. X.
    Guignard, Léo
    Gazdar, Adi
    Tingting, Qian
    Goyal, Ravinder
    Maibach, Edward W.
    Sergeant, Kjell
    Uchendu, Florence
    de Leeuw, Frank-Erik
    Choi, Jane R.
    Bland, Nicholas S.
    Kichatova, V. S.
    Heck, Michelle
    Fu, Xinmiao
    Bernier, Meghan L.
    Naganawa, Shinji
    Dhar, Aurup R.
    Loidl, Josef
    Teodorczyk-Injeyan, Julita A.
    Deschodt, Mieke
    Sacks, Frank M.
    Park, Seyoung
    Chatzitheochari, Stella
    Handfield, Martin
    Zhang, Zhiyong
    Wen, Jet-Chau
    Pulia, Michael
    Ohlsson, Sophie
    Bramoweth, Adam D.
    El-Esawi, Mohamed A.
    Rebl, Henrike
    Gonzálezlez-Prendes, Rayner
    Hurt, Lisa
    White, Ethan P.
    Habes, Mohamad
    Yang, Shiqi
    Freitas, Angela
    Schurr, Roey
    Pezzuolo, Andrea
    Cuypers, Maarten
    Fierz, Walter
    Atkins, Gerald J.
    Patterson, Chris
    Murray, Shauna A.
    Liu, Fengbin
    Zhang, Yingkai
    McGarrigle, Christine A.
    Major, Rupert W.
    Ma, Liping
    Summers, Mathew J.
    Chen, Zhao
    Bazanova, O. M.
    Ma, Lan
    Portilla, Maribel
    Liu, Xiaodong
    Gobet, Angélique
    Beddoe, Travis
    Kim, Yong-Min
    Lorenzen, Johan
    Azubuike, Samuel O.
    Ohst, Barnabas
    Seow, Esmond
    Martin, Francis L.
    Bush, Stephen J.
    Thrift, Amanda G.
    Tanadini-Lang, S.
    Voolstra, Christian R.
    Vaillant, Michel
    Strzałka, Wojciech
    Yoneyama, Hiroshi
    Kitazawa, Takeshi
    Chong, Lillian
    Belachew, Kiflemariam Y.
    Hasler, David
    Chen, Xin
    Shi, Chunhu
    Tuladhar, Anil M.
    Marsal, Jan
    Bonatsos, Vasileios
    Amorim, Rogerio M.
    Dong, X. C.
    Hall, Richard
    Kwon, Young D.
    Suzuki, Tomo
    Wang, Amanda Y.
    Martinez-Raga, Jose
    Kasian, Olga
    Singh, Manisha
    Mercieca-Bebber, Rebecca
    Otto, Siegmar
    King, Sarah R. B.
    Neumann, Philipp-Alexander
    Hori, Hikaru
    Pinto, Carlos J. C.
    Pan, Chih-Long
    Sheehan, Barry
    Evangelou, Evangelos
    Costa, Vincent D.
    Cardoso, Pedro
    Wilharm, Gottfried
    Solomon-Moore, Emma
    Carter, Dee
    Yuh, Chiou-Hwa
    Xu, Ziyue
    Eskew, Evan A.
    Polz, Martin
    Caneiro, David Alonso
    Jia, Husen
    Bai, Xiaoyong
    Li, Jian
    Zhang, Linxing
    Mota, Jorge
    Rhodes, Johanna
    Xu, Juan
    Huang, Ancheng
    Gutiérrez-Sacristán, Alba
    Eisenhardt, Steffen
    Grey, James
    Saggar, Manish
    Parsons, Nick
    Lizer, J.
    Bijleveld, Erik
    Klump, Hannes
    Abid, Muhammad Bilal
    Sun, Gang
    Sillanpää, Elina
    Sha, Feng
    Pedemonte, Nicoletta
    Vickstrom, Casey
    Flegel, Willy A.
    Ebell, Mark H.
    Solano, Francisco
    Lu, Cheng
    Qi, Peng-Fei
    Lieb, Klaus
    Yuan, Christina M.
    Mort, Matthew
    Angus, Kathryn
    Feurer, Thomas
    Li, Ying
    Mamoulakis, Charalampos
    Onzima, Robert
    Srivastava, Kshitij
    Wang, Jun
    Guerrero, Fabricio
    Leclercq, Guy
    Cheng, Shuiqin
    Jurman, Giuseppe
    Liu, Fang
    Faye, Martin
    Refardt, Julie
    Ducommun, Bernard
    Montagutelli, Xavier
    Gedye, Kristene
    Sharma, Neeraj
    Jahan, Yasmin
    Yang, Chongjun
    Robinson, K. R.
    Vendrell, Marc
    Kinyanjui, Timothy
    Tan, Kok-Hian
    Park, Caroline
    Erickson, Timothy B.
    Pearson, James A.
    Werner, Gijsbert D. A.
    Cao, Zehong
    Chen, Xiaoyin
    Majeed, Haroon
    Che, Zhengping
    Mahavadi, Poornima
    Mathieu, Daniel
    Sczyrba, Alexander
    Pridans, Clare
    Lewis Jr., James S.
    Obeidat, Monther
    Carvajal, Richard
    Testa, Jean
    Kurniawan, Nicholas A.
    Hew, Khe F.
    Pranata, Raymond
    Pritchard, Antonia L.
    Liu, Dengcai
    Wang, Jinhui
    Afnan, Masoud
    Ball, Elizabeth
    O’Toole, Ronan
    Ukubuiwe, Azubuike C.
    Lu, Wei
    Schreiber, Martin
    de Maio, Nicola
    Epp, Trevor
    Brenneisen, Peter
    Bar, Ido
    Zeineb, Zian
    Marco, Cascella
    Butler, Lisa M.
    Sonenshine, Daniel E.
    Berbesque, Colette
    Lee, Moon-Soo
    Berry, Edward
    Drevon, Christian A.
    Kohanbash, Gary
    Latif, Asam
    Maher, Pamela
    Sultana, Taranum
    Locci, Emanuela
    Piotrowski, Marcin
    Osses, Daniël F.
    Kunimatsu, Akira
    Dong, Kexian
    Bansal, Abhisheka
    Zhou, Xiaoyan
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    Paradies, Yin
    Zhou, Min
    Hilton, Rachel
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    Tofani, Marco
    Benkeser, David
    Rahimi, Farid
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    Cabantous, Stephanie
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    Furuta, Saori
    Guo, Yabin
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    Mangoni, Arduino A.
    Koch, Karl-Wilhelm
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    Xu, Shilin
    Oster, Henrik
    Linn, Sabrina N.
    Ruepp, Andreas
    Fox, Simon A.
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    Blanchard, Adam M.
    Crawford, Stephanie Y.
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    Chen, He
    Chakraborty, Sayan
    Subhash, Santhilal
    Bathelt, Joe
    Tröder, Simon E.
    Woldesemayat, Adugna A.
    Weinstock, Christof
    Shen, Jun
    Han, Hyemin
    Wang, Qing
    Pheko, Mpho
    Takeuchi, Hisashi
    Yalcin, Suayib
    Tomov, Nikola
    Podolsky, Illya M.
    Martín, Carmen S.
    Blankstein, Ron
    Ricciardi, Walter
    Schulte, Leon N.
    Eixarch, Elisenda
    Danchin, Antoine
    Hueso, Luis E.
    Tran, Linh
    Liu, Yuchen
    Jo, Daehyun
    Cyr, Normand
    Marzocchi, Ugo
    Bergsland, Niels
    Rowe, J. Alexandra
    Bull, James A.
    van den Bos, Wouter
    Morozov, Sergey Y.
    Lowies, Cher
    Jeltsch, Albert
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    Yang, En-Cheng
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    Kohls, Gregor
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    Cui, Yanru
    Hammerschmidt, Sven
    Luo, Hang
    Robles, Guillermo
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    Diodato, Daria
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    Galluzzi, Luca
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    Elewa, Yaser H. A.
    Saito, Yu
    Regan, Tim
    Smith, Taylor
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    Benezeth, Yannick
    Galea, Ian
    Higuchi, Yohei
    Coqueret, Olivier
    Calatayud, Sara
    Hojsgaard, Diego
    Keitel, Anne
    Bul, Kim C. M.
    Chen, Hao
    Wuerbel, Hanno
    Klein, Reinhild
    Lee, Kyung-Woo
    Kennedy, Jonathan
    Montes, Matthieu
    Furer, Tzvi
    Moore, Matthew D.
    Sava, Gianni
    Nilsson, Henrik
    Refai, Osama
    Emmrich, Julius V.
    Dono, Marcos
    Muth, Thilo
    Lau, Colleen L.
    Owais, Mohammed
    Valera-Cornejo, Diego A.
    Lawama, Manar Al
    Kim, Hyeon J.
    Comel, João C.
    Roberts, Nicola J.
    Tacon, Paul
    Garcia-Rivera, Enid J.
    Lim, Chinten J.
    Gajda, Maksymilian
    Jiang, Xingyu
    Peterson, Brent M.
    Nordén, Rickard
    Allardyce, Judith
    Xu, Jianping
    Zaitsu, Masayoshi
    Supriyanto, Irwan
    Becker, Daniel
    Subissi, Lorenzo
    Gumulya, Yosephine
    Malgrange, Brigitte
    Denzel, Martin S.
    Costa, Elisio
    Westermair, Anna L.
    Tanino, Yoshinori
    Chen, Yi-Chun
    Weigert, Andreas
    Skinner, Debra
    Raikou, Vaia D.
    Searles, Stephen
    Jia, Shuqin
    Lim, Yau Y.
    Yang, Hui
    Piovesan, Allison
    Chagoyen, Monica
    Moultos, Othonas A.
    Tao, Wanyin
    Tovar, Miguel
    Wingenbach, Tanja S. H.
    Kenna, Ralph
    Lai, Hei M.
    Flood-Page, Patrick
    Kidibule, Peter E.
    Jean-Quartier, Claire
    Govender, Pragashnie
    Teseo, Serafino
    Daulatabad, Swapna V.
    Kauppila, Joonas H.
    Yang, Mingjun
    Mozaheb, Zahra
    Lysy, Philippe A.
    Abramowitz, Matthew K.
    van Nieuwerburgh, Filip
    Merideth, Ben
    Xiong, Peng
    Yeung, Andy W. K.
    Srivastava, Rupesh K.
    Song, Jiangning
    Kelly, Ryan
    Martis, Elvis
    Schmutz, Axel
    Richa, Tambi
    Byrne, Hugh J.
    Wang, Jiucun
    Sumant, Anirudha V.
    Li, Jiuyong
    Chen, Huaming
    Zhang, Tongchuan
    Kratz, Harald
    Jeurissen, Patrick
    Rossoni, Luca
    Kang, Yong-Kook
    Paterson, Russell
    Chinopoulos, Christos
    LeClair, Elizabeth E.
    Karsay, Kathrin
    Mukherjee, Maheswari
    Kickert, Rob
    Dixon, Ray
    Porcelli, Piero
    Eerola, Tuomas
    Liu, Haiyan
    Tebbe, Christoph C.
    Testoni, Ines
    Harrison, Pille
    Walker, Mirella
    Small, Ian
    Kievit, Rogier A.
    Penagos-Tabaree, Felipe
    Shang, Jin-Long
    Alshehri, Mansour
    Wang, Zhenxing
    Vickers, Paul
    Ding, Jiandong
    Zhang, Zhong-Yin
    Xie, Li-Xin
    Sharma, Saurab
    Fleres, Francesco
    Kabra, Dhiraj
    Meseko, Clement
    Braun, Daniel
    Moran, John V.
    Richardson, Mark F.
    Rudolf, Kevi
    Gao, Yibo
    Liu, Hongde
    Zabetakis, Ioannis
    Hapuarachchi, Hapuarachchige C.
    Forano, Evelyne
    Zheng, Shan
    Lu, Hua
    Grundle, D. S.
    Bogdanos, Dimitrios
    Lange, Matthias
    Collevatti, Rosane G.
    Meule, Adrian
    Caswell, Patrick T.
    Vindin, Howard
    Peckham, Michelle
    Brown, Joshua
    Aizat, Wan M.
    Guo, Chengying
    Alaux, Cedric
    D’Angiulli, Amedeo
    Pichugin, Alexander
    Jiang, Jianping
    Pulido-Arjona, Leonardo
    Siebers, Robert
    Lanza, Giuseppe
    Bukowy-Bieryllo, Zuzanna
    Colella, Vito
    Psaroulaki, Anna
    Yu, Ying
    Zuckerman, Hannah
    Heijne, Marloes
    Yang, Long
    Zhou, Jianyu
    Hulse-Kemp, Amanda M.
    Jung, Sin-Ho
    Honjo, Ken
    Lobreglio, Giambattista
    Argyropoulos, Christos
    Raman, Ayush
    Bouboulis, George
    Toth, Ervin
    Vavvas, Demetrios G.
    Backman, Lars
    Kırağ, Nükhet
    Musinguzi, Conrad
    Ma, Wujun
    Heinemann, Stephanie
    Kijanka, Gregor S.
    Nguyen, Frederique
    Markonis, Y.
    Tang, Fei
    Cheung, Johnny T. K.
    Dhaval, Patel
    Zhou, Bailing
    Hogrebe, Alexander
    Steadman, Kathryn J.
    Theron, G.
    Stewart, Christopher J.
    Kamiya, Haruyuki
    Srinivasan, Mandyam V.
    Gurney-Champion, Oliver J.
    Kostrikis, Leondios G.
    Madani, Nima
    Fallah, Mazyar
    Schramm, Alexander
    Wang, Teng
    Bullen, Benjamin
    Kahan, Thomas
    Kumari, Prerna
    Lloyd, Vett K.
    Fujita, Satoshi
    Valgepea, Kaspar
    Puorret, Olivier
    Cui, Qiang
    Tong, Xin
    Krebsbach, Paul H.
    Cosse, Cyril
    Yu, Yongbo
    Khwaja, Nyil
    Plantinga, Arnoud
    Storlazzi, Curt
    Zaccolo, Manuela
    Ato, Dai
    Rodriguez, Cesar
    Zhou, Kai
    Ide, Kazuki
    Wong, Alvin
    Victor, Victor M.
    Batra, Jyotsna
    Wei, Pan
    Stabile, Laura P.
    Greene, Garrett
    Ahmad, Haroon
    Olumayede, Emmanuel
    Roislien, Jo
    Peres, Marco A.
    Waugh, Jason
    Webb, S. A.
    Blancher, Antoine
    Lygirou, Vasiliki
    Zhang, Tuo
    Karamanos, Yannis
    Mendes, Caetano S. M.
    Stewart, Douglas I.
    Merrick, B. Alex
    Smout, Michael J.
    Nie, Yingjiu
    Li, Yongzhe
    Xia, Wenfeng
    Widera, Darius
    Bach-Mortensen, Anders
    Leightley, Daniel
    Gora, Diop
    McKay, Gareth J.
    Fejzo, Marlena S.
    Zhu, Dongjie
    Eskelinen, Eeva-Liisa
    Lindsey, Merry L.
    Rowe, Anna D.
    Blum, Robert
    Chenguang, X
    Liang, Dai
    Basner, Mathias
    Jongen, Stefan
    Pinto, Inês Mendes
    Bittner, Florian
    George, Ronald B.
    Koleva-Kolarova, Rositsa G.
    Pluess, Michael
    Nilsen, Erlend B.
    Liang, Shide
    Albrecht, Dirk R.
    Calabrò, Giovanna E.
    Yao, Wen
    Feteira, Antonio
    Atanasov, Atanas G.
    Li, Genyuan
    Chao, Jie
    Muyaya, Ley
    Li, Maoteng
    Joel, Emmanuel
    Olatunbosun, Oluremi
    Vandenbroucke, Roosmarijn E.
    Prescott, Julie
    Asmann, Yan W.
    Zhang, Li
    Maity, Sankar N.
    Dong, Zheng
    Li, Qingchun
    Singh, Mandeep
    Peng, Yousong
    Haller, Dagmar M.
    Madala, Hanumantha R.
    Dostawca treści:
    Repozytorium Uniwersytetu Jagiellońskiego
    Artykuł
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