Record W4409189900 · doi:10.1016/j.ccell.2025.03.014

The Terry Fox Research Institute Marathon of Hope Cancer Centres Network: A pan-Canadian precision oncology initiative

2025· review· en· W4409189900 on OpenAlexfundaboutno aff

Tess Aalto, Maria Abacan, Shirin Abadi, Farnoosh Abbas Aghababazadeh, Zeinab Abbaszadeh, Albiruni Abdul Razak, Dor Abelman, Anju Abraham, Rohan Abraham, Belma Toptaş Acar, Adriana Aguilar‐Mahecha, Mozhdeh Ahanfeshar-Adams, Sinéad Aherne, Zohreh Ahmadi, Laurie Ailles, Mohammad R. Akbari, Vahid Akbari, Azarm Akhavien, Rima Al Bati, Rima Al‐awar, Dhuha Al-Sajee, Afnan Al-Saleh, Akinola A. Alafiatayo, Aqsa Alam, Roula Albadine, Waleed Alduaij, Helmi Yousif Alfarra, Rached Alkallas, Éric P. Allain, Hayley Alloway, Adrian Ally, Khadijah Alshankati, Eitan Amir, Jianghong An, Colleen Anderson, Deborah Anderson, H Anderson, Nerkeza Andjelic, Irene L. Andrulis, Dorian Anglin Facey, Tomohiro Aoki, Samuel Aparício, Armen Aprikian, Linlea Armstrong, Thomas Arnason, Andrea Arruda, Riley J. Arseneau, Madeleine Arseneault, Jennifer Asano, Olexiy Aseyev, Colleen Ash, Karama Asleh, Édouard Auclin, Rebecca Auer, Martin Avancena, Egor Avrutin, Féryel Azzi, Shiva Babakhani, Yael Babichev, Shirin Badii, Tara Baetz, Parsa Bagherzadeh, Houda Bahig, Nizar J. Bahlis, Lance R. Bailey, Melanie J. Bailey, Swneke D. Bailey, Shantanu Banerji, Versha Banerji, Lorena Barclay, Edith Bardi, Véronique Barrès, Mark Basik, Zeynep Baskurt, Prabhjit Basra, Gerald Batist, Harsh Vardhan Batra, Simon W. Baxter, Jane Bayani, Anthony Bayega, Nicole Beauchemin, Felix E.G. Beaudry, Philippe L. Bédard, Michael D. BeGora, Hanieh Beharavan, Thomas J. Belbin, Ismail Ben Ayed, Sacha Benaoudia, François Bénard, Touati Benoukraf, Corinne Benquet, Alain Bergeron, Alejandro Berlín, David R. Berman, Hal K. Berman, Jason N. Berman, Vanessa Bernstein, Diana Berry, Nicholas Bertos, Gillian Bethune, Daniela Bevacqua, Andrea Bevan, Sita Bhella, Gilbert Bigras, Misha Bilenky, Robin Billick, Steve Bilobram, Louise Bird, İnanç Birol, Tarek A. Bismar, Dustin W. Bleile, Eden Blumenauer, Ana Bogosian, Alexandra Böhm, Yvonne Bombard, Jane Bonang, Shirin Bonni, Cecília Bonolo de Campos, Christoph H. Borchers, Pedro Bordignon, Ayelet Borgida, Ian Bosdet, Pinaki Bose, Yohan Bossé, Jeanette E. Boudreau, Isabelle Bourdeau, Guillaume Bourque, Jean-Marc Bourque, Sylvie Bourque, Valerie Bowering, Reanne Bowlby, Merrill Boyle, Jonathan L. Bramson, Scott V. Bratman, Darren R. Brenner, Christine Brezden‐Masley, Joshua Bridgers, Fadi Brimo, Melica Brodeur, E. W. BROOKS, Dale H. Brown, Kip Brown, Samuel M. Brown, David B. Brownlee, Jeffrey P. Bruce, Michael Brudno, Sheilah Brukewich, Tania Bubela, Edward W. Buchel, David L. Buckeridge, Roxana Bucur, David Bujold, Gina Bulcke, Matthew X. Burns, Jonathan W. Bush, Lambert Busque, Marcus O. Butler, Yaron S.N. Butterfield, Marc Calingo, Barbara G. Campling, Jade Canape, Qi Cao, Christine Capier, Guillaume B. Cardin, Mark Carey, Rebecca Carlsen, Michel Carmel, Christine Caron, Nadine R. Caron, Marcus Carreira, Michael J. Carter, Javier Castillo-Arnemann, Sonia Cerquozzi, Dave W. Cescon, Carolyn Ch’ng, Simi Chacko, Manik Chahal, Sundeep Chahal, Angela Chan, Angela Chan, Jennifer A. Chan, Kelvin Chan, Simon K. Chan, Theodore Chan, Theresa W. Chan, Damini Chand, Ayan Chanda, Ragulan Chandrakanth, Lalitha Chandrasekaran, Glenn Chang, Sue-Ling Chang, George S. Charames, Nicole G. Chau, Aristophane Chay, Bingshu E. Chen, Eric X. Chen, Christine Chen, Dangxiao Cheng, Dean Cheng, Sylvia Cheng, Young Cheng, Alexander Cheong, Douglas B. Chepeha, May Chergui, Matthew C. Cheung, May Cheung, Simon Cheung, Winson Cheung, Simone Chevalier, J Chew, Kim N., Stephen Chia, John Cho, Gina Choe, Caleb Choo, Cynthia Chow, Veronica Chow, Sherri L. Christian, Apostolos Christopoulos, Eric Chuah, Beth Ciavaglia, Sylvie Clairefond, Amanda Clarke, Marc Clausen, Joël Claveau, Cassidy Clemente-Jones, Dawn R. Cochrane, Jessica Cockburn, Jennifer Coish, Brett Collinge, Sophie Cooke, Robin Coope, Gilles Corbeil, Richard Corbett, Gregory Cormack, Vicky Cormack, Robert T. Cormier, Portia Cotton, Tricia R. Cottrell, Karen Cranston, Stephanie Crapoulet, Juanita Crook, Sidney Croul, Orsi Cseh, Veronika Csizmók, Adeline Cuggia, Luka Culibrk, Darko Curman, Aaron A. Curtis, Kelly Curwin, Samuel Cutler, Laura D’Alimonte, Marie-Frédérique D'Amours, Simone C. da Silva Rosa, Sarah Dada, Janet Dancey, Samy Danial, Geoffroy Danieau, Shiva Daryani, Kelly Mercer Davidson, Janine M. Davies, David E. Dawe, Melanie Dawe, Lesa Dawson, John R. de Almeida, Manon de Ladurantaye, Marc de Perrot, C. Neville Dean, Kathleen Decker, Viktor Deineko, Marc R. Del Bigio, Sonia V. del Rincón, Samanta Del Rossi, Jean‐Sébastien Delisle, Megan Delisle, Graham Dellaire, Nathalie Delvoye, Avram Denburg, Athena Deng, Merinda Deng, Yu Deng, Balvir Deol, Seta Derderian, Austin Devries, Rebecca Deyell, Noreen Dhalla, Brendan C. Dickson, Alyssa Dimbleby, Orr Dimitstein, Mame-Kany Diop, Caroline Diorio, Michael Disyak, David Dix, Katherine Dixon, Thuan Do, Anna Dodd, Céline Domecq, Susan J. Done, Aaron Dou, Matthew Douglas, Pauline Douglas, Yvette Drew, Sheila Drover, Kai Duan, Debbie Duclos, Antoine Dufour, Sinziana Dumitra, Martine Dumont, Christopher Dunham, Gerben Duns, John H. Dupuis, Juanita Duran, Lynn Dwernychuk, Angela Eckstrand, Lisa-Monique Edward, Kirsten Efremov, Morgan Ehman, Bernhard J. Eigl, Peter Eirew, Nadia Ekindi Ndongo, A Qaderi, Mounib Elchebly, Elena Elimova, Arielle Elkrief, Susan Ellard, Mitchell J. Elliott, Manal O. Elnenaei, Khashayar Esfahani, Antoine Eskander, Robert Eveleigh, Doreen A. Ezeife, Jumana Ezzat, Jeremy Fan, Kevin Yijun Fan, Ruomeng Fang, Pedro Farinha, Sarah Farnalls, Fatemeh Farshadi, Mostafa Fatehihassanabad, Michela Febbraro, Harriet Feilotter, Nikta Feizi, Sam Felicen, Jamie Feng, Xiaolan Feng, David O. Ferguson, Nancy Ferguson, Lorenzo Ferri, Guillermo Fiebelkorn, Bre‐Anne Fifield, Daygen L. Finch, Sandra E. Fischer, Benoit Fiset, Pierre Fiset, Ana Fisic, Neil Fleshner, Isabelle Fleury, Anca Florea, Alexandra Fok, Reza Forghani, Genevieve Fortier‐Riberdy, Alexander Fortuna, Robert D. Foulem, William D. Foulkes, Vincent Fradet, Yves Fradet, Connor Frey, Fabian Frontzek, Yang‐Xin Fu, Manabu Fujisawa, Andréanne Gagné, Andrew Galbraith, Paul F. Galbraith, Steven Gallinger, Marco Gallo, Yaser Gamallat, Dongxia Gao, Zu‐Hua Gao, Jennifer Gardner, Livia Garzia, C. Fava Gaspar, Vanessa P. Gaspar, Daniel Gaston, Pierre-Olivier Gaudreau, Lise Gauvin, Caryn Geady, Karen A. Gelmon, Sofia Genta, Alina S. Gerrie, Michael J. Geuenich, Anand Ghanekar, Mikaeel Ghany, Sarah Ghezelbash, Betty Giannias, Spencer Gibson, Ralph Gilbert, C. Blake Gilks, Karamjit Gill, Rita Gill, Sharlene Gill, John Maringa Githaka, Meredith Giuliani, Rebecca A. Gladdy, Martin Gleave, Cherie Gocal, Roseline Godbout, Nalan Gökgöz, Nahib Golabi, Catherine Goldie, David Goldstein, Alicia Gomez Mendez, Ing Swie Goping, Paul M. Gordon, C Gosselin, Walter H. Gotlieb, Marissa Goudie, Stephen Gowing, Jennifer Graham, Kathryn Graham, Bruno M. Grande, Heather E. Grant, Robert C. Grant, Jennifer M. Grants, Jasleen Grewal, Anthony Griffin, Nigel Griffiths, Cameron J. Grisdale, Stephanie A. Grover, Claris Gu, Chantal Guillemette, Marie-Christine Guiot, Shashi Gujar, Patrick Gullane, L. Gustafson, Michael Ha, Elan Hahn, Benjamin Haibe‐Kains, Simon Haile-Merhu, Roy Hajjar, Sevan Hakgor, Lucie Hamel, Nancy Hamel, Zineb Hamilou, Sarah Hamilton, Caroline Hamm, Oumaima Hamza, Timothy P. Hanna, Nicola Hannaway, Melika Hanos, Aaron R. Hansen, Edward Hardy, Michaël Harnois, Rebecca A. Harrison, Jason Hart, Melissa Harvey, Saima Hassan, Annette E. Hay, An He, Housheng Hansen He, Andrea L.O. Hebb, Lawrence E. Heisler, Daniel Y.C. Heng, Jan‐Willem Henning, Peter Her, Alireza Heravi‐Moussavi, Anna Hermansen, Alberto Hernando‐Calvo, Stephen Herst, Michael Hier, Laura K. Hilton, Carrie Hirst, Martin Hirst, Cheryl Ho, Lien Hoang, Jakob Hofvander, Mark Hogan, Robert D. Holt, Darlene Homonko, Michael Hong, K. Tai, Michelle Honsberger, Andrew Hope, James Hopkins, Laura Hopkins, N. Horne, Basil A. Horst, Ali Hosni, Sina Hosseinzadeh, Hélène Hovington, Fiona Howells, Sophie Huang, Katrina Hueniken, Lauren S. Hughes, Juliette Hukin, Michael Humphreys, Sarah Hunt, David G. Huntsman, Shawn Hutchinson, Martin Hyrcza, Patricia Inocillas, Diana N. Ionescu, Jonathan Irish, Susan Isherwood, Magimairaian Issaivanan, Doha Itani, Luisa Izzi, Hartland W. Jackson, Asmita Jain, Rahima Jamal, Amy Jamieson, Gun-Ho Jang, Raymond Jang, M. Janiak, Colleen Jantzen, Sachini Jayasinghe, Hyeon‐Ju Jeong, Aixiang Jiang, Ray Jiang, Dan Jin, Andrew Jirasek, Bal Johal, Amber L. Johns, Dominique Johnson, Nathalie Johnson, Brian Johnston, James Johnston, Hina Johnstone, Martin L. Jones, Meaghan J. Jones, Steven Jones, Philippe Joubert, Sungmi Jung, Sisira Kadambat Nair, Steve E. Kalloger, Baljit Kamoh, Jasbir Kandola, Tobias Karakach, Christina Karamboulas, Joanna M. Karasinska, S.M.M. Karim, Aly Karsan, Sachin Katyal, Aileigh Kay, L. Clark Keating, Dermot Kelleher, Kelly Grant, John T. Kelly, Faeze Keshavarz-Rahaghi, Sareh Keshavarzi, Maya Kevorkova, Baharak Khadang, Ali Khajegili Mirabadi, Omar Khan, Manish Khanna, Kong Khoo, Biniam Kidane, Christina Kim, Dennis Kim, Jae Yoon Kim, John Kim, Julian Kim, Raymond H. Kim, Ye-Rin Kim, Mary Kinloch, Adam Kinnaird, Makoto Kishida, Thomas Kislinger, Thomas Klonisch, Gregory Knapp, J. David Knox, Jenny J. Ko, Martin Köebel, Tyler Kolisnik, Christian Kollmannsberger, Summer Konechny, Esther Kong, Mie Konno, Renata Kosovskaia, Suzanne Kosteniuk, Nebras Koudieh, Larisa V. Kovtonyuk, Emanuel Krebs, Zakhar Krekhno, Robert Kridel, Martin Krzywinski, Doran Ksienski, Hellen Kuasne, Vishal Kukreti, Ebba U. Kurz, Natalie Kwadrans, David P. Labbé, Louis Lacombe, Josiane Lafleur, Tarek Lajnef, Mathieu Lajoie, Bernard Lam, Nathalie Lamarche‐Vane, Cathy Lan, Guido Lancman, Réjean Lapointe, Bruno Laroca, Janessa Laskin, Mathieu Latour, Jean‐Baptiste Lattouf, Susie Lau, Annie Lauzier, Vincent‐Philippe Lavallée, Jean‐Michel Lavoie, Amy Le, Lyly Le, Véronique Leblanc, Noémie Leblay, Chandra Lebovitz, Charles A. LeDuc, Anna Lee, Cecilia Lee, Cheng-Han Lee, Holly Lee, Jessica Lee, Joon S. Lee, Lik Hang Lee, Soyoung Lee, Sung‐Eun Lee, Sylvia Lee, Ursula Lee, Sreeja Leelakumari, François Lefebvre, Philippe Lefrançois, Christopher Lemieux, Karen Lemmen, Stéphanie Lepage, David Lesniak, Roger Leung, Sam H. Leung, Nathalie LeVasseur, Jake Lever, Éric Lévesque, Eleanor Lewis, John L. Lewis, Stéphanie Lheureux, Eunice Li, Haiyan I. Li, Jacky Li, Jiaqi Li, L. J. Li, Michael Li, Quan Li, Tongtong Li, Yvonne Y. Li, Zhihua Li, Sheng‐Ben Liang, David W. Lim, Howard J. Lim, Mark A. Lindsay, Victor Ling, Marine Lingrand, Alexandra Lissouba, Eric Zhi Feng Liu, Fei‐Fei Liu, Geoffrey Liu, Kelly H. Liu, Sijie Liu, Marta Llauradó Fernández, Sampath K. Loganathan, Caroline Lohrisch, Holly Longstaff, Nicole Look Hong, Daniel Loos, Carlos Diego Holanda Lopes, Catalina López-Correa, Jonathan M. Loree, Nicolas Luc, Beatriz E. Lujan Toro, Valez Lumi, Ilinca Lungu, Xuemei Luo, Branden Lynch, Andrew Lytle, L Ma, Rong Ma, Yussanne Ma, Eve MacGregor, Helen Mackay, Signe MacLennan, Mary MacNeil, Nicol Macpherson, Jamie Magrill, Etienne Mahé, Douglas W. Mahoney, Antonio Maietta, Sasha Main, David Malkin, Julie Malo, Koren K. Mann, Colin Mar, Paola Marcato, Caroline Mariano, Tai-Laun Mark, Santiago Márquez Fosser, Pascale Marquis, Marco A. Marra, Kayla Marsh, Aaron T. Marshall, Anne L. Martel, Montgomery Martin, Víctor G. Martínez, José A. Henao, Marco A. Mascarella, Esther Masih‐Khan, Lara Mateillo Pletz, Corinne Maurice‐Dror, Michael Mayo, Jessica N. McAlpine, Claire McCartney, Melissa K. McConechy, Stephanie McCormack, Kathy D. McCoy, John Paul McGhie, Anna McGuire, John B. McIntyre, Christine L. McKay, Ginette McKercher, Daniel McKerricher, Robert McMaster, Anais Medina-Martin, Ari N. Meguerditchian, Barbara Meissner, Aurora Mejia-Benitez, Eric A. Mensah, Amanda Meredith, Reem Merza, Anne‐Marie Mes‐Masson, Corey Metcalf, Sarkis Meterissian, Nicholas Meti, Liliane Meunier, George Michaiel, Jessie Micholuk, Catalin Mihalcioiu, Hannah Miller, Jessica J. Miller, Wilson H. Miller, Mark Minden, Maryam Mirshams, Teresa Mitchell, Zahi Mitri, Alex Mlynarek, Suluxan Mohanraj, Michelle Moksa, Dan Moldoveanu, Luigina Mollica, Michael J. Monument, Malcolm Moore, Richard A. Moore, Gregg B. Morin, Ryan D. Morin, Don Morris, Richard Morrissy, A. Sorana Morrissy, S Mortazavi, P. Régnault de la Mothe, Shari Moura, Liam Mulroy, Andrew J. Mungall, Karen Mungall, Sarah Munro, Dan Murphy, J. Patrick Murphy, Rowan Murphy, Ubaid Mustafa, Michelle B. Nadler, Hardeep K. Nahal-Bose, Hamed S. Najafabadi, Hisae Nakamura, Lucia Nappi, Sujaatha Narayanan, Steven A. Narod, M. Zuhair Nashed, Julia Naso, Brad H. Nelson, Jessica Nelson, Paola Neri, Kathy Ng, Kristie Ng, Tony Kock Wai Ng, Francis Nguyen, Long Hoai Nguyen, Thao H. Nguyen, Anthony C. Nichols, Torsten O. Nielsen, Ana Nikolić, Victoria Northrup, Faiyaz Notta, Igor Novitzky‐Basso, S Nyström, Luke O’Brien, Brendan O'Huiginn, Kieran O’Neill, S. J. Edward T. Oakes, Sapna Oberoi, Moyin Odugbemi, Abiola Oduwole, Gina Ogilvie, Iman Ogoul, Pamela S. Ohashi, Tiago Oliveira, Gheorghe‐Emilian Olteanu, Atilla Ömeroğlu, Charles Orprecio, Ricardo Ortíz, Hanne L. Ostergaard, Kata Osz, Véronique Ouellet, Geneviève Ouellette, Rodney J. Ouellette, Amit M. Oza, Antoine Paccard, Diana Palmquist, Pawan Pandoh, Johnson Pang, Gary Pansegrau, Andreas I. Papadakis, D L Park, Grace Park, Morag Park, Paul Park, Christopher D. Pascoe, Reka Pataky, Devalben Patel, Gopal P. Pathak, Shilpa Patil, Theresa Patrick, Stephanie Pedersen, Brayden Pellegrini, Jean-Sébastien Pelletier, Manuela Pelmus, Cindy Penney, Melanie Peralta, Ian Percel, James Pereira, Bayardo Perez‐Ordoñez, Martine Périgny, Danielle Perley, David M. Perrin, Émilie Perron, D. Petitclerc, Kevin Petrecca, Teresa M. Petrella, Rossanna C. Pezo, Nhu‐An Pham, Alain Piché, Martha Pienkowski, Dylan R. Pillai, Jorge Pinzón-Mejía, Leila Pirayeshfard, Marshall Pitz, Erin Pleasance, Stephen Pleasance, Patrick Plettner, L H Van der Ploeg, Catherine Poh, Samantha Pollard, Mayra Ponce, Lisa A. Porter, Frédéric Pouliot, Jaroslav F. Prchal, Bradley Proctor, Diane Provencher, Carolyn Ptak, Robert Puckrin, T. B. Pugh, Thomas Pulinilkunnil, Aakshi Puri, Teresa Purzner, Gefei Qing, Dinghong Qiu, May Lynn Quan, Christine Racine, Laszlo Radvanyi, Kurosh Rahimi, Samira Rahimirad, Shinya Rai, A. Nikoo Rajaee, Eileen Rakovitch, David Ramotar, Matthew Ramotar, Stephanie Ramotar, Sanjay Rao, Afshin Raouf, Lesley Rapaport, Naghmeh Rastegar, Roni Rayes, Emma Reble, Margaret Redpath, Dean A. Regier, Tony Reiman, Abbey Reisle, Caralyn Reisle, Alliya Remtulla Tharani, Daniel J. Renouf, Michelle Restrepo, Katrina Rey‐McIntyre, Yasser Riazalhosseini, Carole Richard, Vincent Richard, Keith Richardson, Yolanda Ridge, Beverley Riediger, Jolie Ringash, Stephen P. Robbins, Andrew Robinson, Carolyn-Ann Robinson, Karine Robitaille, Paula J. Robson, Victor Rocheleau, Françis Rodier, Danielle Rodin, Gloria Roldan Urgoiti, Joan Miguel Romero, Alexandra Roos, Robyn Roscoe, April A. N. Rose, M Habibnejad Roshan, Osama Roshdy, John P. Rossiter, Emmanuelle Rousselle, Bertrand Routy, Jeremy Roy, Nicholas Rozza, Christopher Rudd, Nadia Rukavina, Cynthia L. Russell, Ryan N. Rys, Fred Saad, Peter Sabatini, N. Sadeghi, Sara Sadeghi, Janice R. Safneck, Sana Sagri, Riya Saju, Abdulazeez Salawu, Ayesha Saleem, Rohan Salunkhe, Shannon Salvador, Kayla Samms, David Sanford, Veena Sangwan, Stacey A. Santi, Manuela Santos, Miriam Santos-Dutra, Enrique Sanz‐García, Gonzalo Sapisochin, Paul Sararu, Delia Sauciuc, Holly Saunders, Kevin Sauvé, Kerry J. Savage, Sevtap Savas, Ravinder Singh Sawhney, Eleonora Scarlata, David F. Schaeffer, Kasmintan A. Schrader, David C. Schriemer, Gordon Schwark, David W. Scott, David Scott, Katy Scott, Joshua Scurll, Michaël Sébag, Heewon Seo, Isabel Serrano, Sima Seyedi, Marion Shadbolt, Mona Shafey, Elizabeth Shah, Rashmi Shah, Saumil Shah, Asif Shaikh, Benjamin Shakinovsky, Carrie S. Shemanko, Yaoqing Shen, Tamara Shenkier, Chae Young Shin, J.-G. Shiu, Inna Shlafman, Peter M. Siegel, Robert Siemens, Julita Sienkiewicz, Jelena Sihvonen, Stacey Siler, Jacques Simard, Christine Simmons, Danielle Simonot, Amber L. Simpson, Colleen Simpson, Neetu Singh, Sharanjit Singh, Namita Sinha, Shireen Sirhan, Celia Siu, Lillian L. Siu, Georgia Skardasi, Brian Skinnider, Graham W. Slack, Jillian Slind, Paula Sliwo, Duane E. Smailus, Victoria W. Smart, Janet L. Smith, Jillian Smith, Kathy Smith, Kendra Smith, Stephen Smith, Tyler K. Smith, Denise Smorra, Julia A. Sobotka, Hyojin Song, Kevin Song, Xinni Song, Thomas Sontag, Valentin Sotov, Margarita Souleimanova, Silvana Spadafora, David Spaner, Alan Spatz, Melanie Spears, Jonathan Spicer, Pavlina Spiliopoulou, Anna Spreafico, Sadeesh Srinathan, Archana Srivastava, Janick St-Cyr, J. C. A. Stagg, Christian Steidl, Lincoln D. Stein, Keith Stewart, Liliana Stoica, Simone C. Stone, Michelle R. Storms, Caron Strahlendorf, Paul Stretenowich, Scott Strum, Erin Strumpf, Ryan J. Stubbins, Susie Su, Khalil Sultanem, Sophie Sun, Aleksi Suo, Analiza Supan, Alexi P. Surette, Lucas Swanson, Natasha Szuber, Natalie Szudy, Amandeep Taggar, Isabella T. Tai, Yuka Takemon, Angela Tam, Yoshiaki Tanaka, An Tang, Marian Tang, Simon Tanguay, Shreeharsha Tarikere, Tamsin Tarling, Morgan L. Taschuk, Angela Tatar, Greg Taylor, Sara Taylor, Mustapha Tehfé, Adèle Telenius, Basile Tessier‐Cloutier, Paméla Thébault, Madhuran Thiagarajah, Randy Thompson, John Thoms, Varsha Thoppey Manoharan, Adrian Thorogood, Xiaoyi Tian, Anna V. Tinker, Emma Titmuss, James T. Topham, Christine Tran, Cédric S. Tremblay, Élizabeth Tremblay, Francine Tremblay, Diane L. Trinh, Eva Trinh, Amy M. Trottier, Dominique Trudel, Suzanne Trudel, Tran Truong, Erica S. Tsang, Ming‐Sound Tsao, Kim Tsoi, Robert Turcotte, Simon Turcotte, D. Alan Underhill, Jose Urbina Najera, Robin Urquhart, James Vafiadis, Lumi Valez, Emily Van de Laar, Theodorus van der Kwast, Frank K.H. van Landeghem, André Veillette, Suzanne Vercauteren, Joanna Vergidis, Ted Verhey, Diego Villa, Stephanie Villeneuve, Alice Virani, Shakeel Virk, Harjot Vohra, Heidi Wagner, John Waldron, Tamana Walia, Olivia Walker, Alison Wallace, Logan A. Walsh, Béatrice Wang, Ben Wang, Edwin Wang, Sherry S. Wang, Xin Wang, Yifan Wang, Collins Wangulu, M. S. Wasson, Ian R. Watson, Peter Watson, Andrew Watters, Kathleen Wee, Adrienne Weeks, Ellen Wei, Ilan Weinreb, Alison M. Weppler, Deirdre Weymann, Louisa Wiede, Robert H. Wightman, Christine Williams, Laura M. Williamson, Kezia Willie-Ramharack, Holly Wilson, Julie Wilson, Katriana Witham, Aimée A. Wong, Angus Wong, Chris K.C. Wong, Hui‐Li Wong, Jasper Wong, Selina K. Wong, Tina Wong, Michelle Woo, George S. Wood, Bradly G. Wouters, Nicole Wozny, Benson Z. Wu, Christine Wu, Licun Wu, Jay S. Wunder, Sabrina Wurzba, Alex Wyatt, Natasja Wye, Jing Xu, Wei Xu, Zhaolin Xu, S.Y. Sabag, Cathy Yan, Hua Yang, Jenny Yang, Lin Yang, S.Y. Cindy Yang, Chloe Yang, Amber Yasmeen, Yifan Yin, Stephen Yip, Fábio Ynoe de Moraes, Sean D. Young, Celeste Yu, Jamie Yu, Ren Yuan, Fatemeh Zaeimi, René P. Zahedi, Ma’n H. Zawati, Thomas Zeng, Allen W. Zhang, Amy Zhang, Jasper Zhang, Wei Zhang, Wen-Jiang Zhang, Xiao Yu Zhang, Eric Zhao, Hong Zhao, Tracy Zhao, Yongjun Zhao, Chen Zhou, Youwen Zhou, Zhuo Chen, Lindsay Zibrik, George Zogopoulos, Athanasios Zovoilis, Muhammad Zulfigar

Bibliographic record

VenueCancer Cell · 2025

Typereview

Languageen

FieldBiochemistry, Genetics and Molecular Biology

TopicCancer Genomics and Diagnostics

Canadian institutionsnot available

FundersHealth CanadaTerry Fox Foundation

KeywordsLibrary scienceMedicineFamily medicineOncologyComputer science

DOI10.1016/j.ccell.2025.03.014

Abstract

fetched live from OpenAlex

No abstract in any covered source. Its absence is recorded, not treated as a negative.

No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001

metaresearch head score (Gemma)0.000

Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated

Candidate categoriesMeta-epidemiology (narrow)

Consensus categoriesnone

DomainCandidate signal: none · Consensus signal: none

Study designCandidate signal: Not applicable · Consensus signal: none

GenreCandidate signal: Review · Consensus signal: Review

Teacher disagreement score0.912

Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

Category	Codex	Gemma
Metaresearch	0.001	0.000
Meta-epidemiology (narrow)	0.000	0.000
Meta-epidemiology (broad)	0.001	0.000
Bibliometrics	0.000	0.000
Science and technology studies	0.000	0.000
Scholarly communication	0.000	0.000
Open science	0.001	0.000
Research integrity	0.001	0.000
Insufficient payload (model declined to judge)	0.000	0.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.080

GPT teacher head0.412

Teacher spread0.332 · how far apart the two teachers sit on this one work

Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it