Record W2274137804

Family Medicine Forum Research Proceedings 2015 Toronto, Ont

2016· article· en· W2274137804 on OpenAlexvenueaboutno aff

Tara Kiran, Alexander Kopp, Rahim Moineddin, Richard H. Glazier, Elena Paraskevopoulos, Shafik Dharamsi, Leo Paraskevopoulos, Simone Dahrouge, Danielle Rolfe, Laura Muldoon, Jyoti Kotecha, Richard Birtwhistle, David Barber, Lisa Dolovich, Clare Liddy, Janusz Kaczorowski, Nina Nguyen, Pasquale Roberge, Mathieu Philibert, Louise Fournier, Arnaud Duhoux, Annie Benoît, Carol P. Herbert, Allan Best, Alex Berland, Alex Cressman, Erin M. Macdonald, Zhan Yao, Peter C. Austin, Tara Gomes, Michael J. Paterson, Moira K. Kapral, Muhammad Mamdani, David N. Juurlink, Donald MacDonald, Samantha Green, Fiona G. Kouyoumdjian, Jessica Foran, Teresa Cavett, Allyson Merbaum, Kulamakan Kulasegaram, Rebecca Stoller, Risa Freeman, Sandra Robertson, Sheny Khera, Shelley Ross, Cathy Thorpe, Stephen J. Wetmore, Merrick Zwarenstein, Jamie Wickett, Yvonne Rosehart, Tanya Flanagan, Geoff Ballinger, Mary E. Byrnes, Liu Li-li, Gladys Osien, Husam Alqatami, Geoff Paltser, Josh Fagbemi, Cheryl Gula, Rita McCracken, Charmaine Lam, Jonathan Berkowitz, Scott Garrison, Ellen Wiebe, Beata Byczko, Siavash Jafari, Lee A. Green, Geneviève Chaput, Desanka Kovacina, Catherine Hudon, Maud‐Christine Chouinard, Fatoumata Diadiou, Danielle Bouliane, Mireille Lambert, Dee Mangin, C Dowson, Roger Mulder, Elisabeth Wells, Les Toop, Tony Dowell, Bruce Arroll, Evan J. Begg, Aliya Kassam, Nishan Sharma, Pierrette Leonard, Maeve O’Beirne, Maureen Topps, Anne Biringer, Marie‐Paule Austin, Sheila McDonald, Maureen Heaman, Gerri Lasiuk, Katherine Hegadoren, Sarah D. McDonald, Sander van Zanten, Wendy Sword, Rebecca Giallo, Dawn Kingston, M. Morros, David Ross, John Chmelicek, Paul Humphries, Fred Janke, Michel Donoff, Shirley Schipper, Rosslynn Zulla, Lisa Steblecki, Orysya Svystun, Alice Ordean, Dip Lauren Self, Kate Querengesser, Brian Chisamore, Rachel Douglas, Kendall Ho, Arun Garg, Gary Thandi, Lara Nixon, Laurie Pereles, Tom Rosenal, Roberta Jackson, Andriana Barisic, Eva Grunfeld, Julie Gilbert, Juan Antonio Garcia-Rodriguez, Tyrone Donnon, Nicolette Sopcak, Candace I. J. Nykiforuk, Carolina Aguilar, Mary Ann O’Brien, Kris Aubrey‐Bassler, Richard Cullen, Melanie Heatherington, Donna Manca, Harry Dang, James Leung, Andrea Leung, Stephen Lau, Simon K. S. Cheung, Shashank Garg, Divya Garg, Faruq Chowdhury, Gary Barron, Tanvir Chowdhury Turin, Sheryl Spithoff, Meldon Kahan, Kate Hardy, Sarah Clarkev, Geetha Mukerji, Angela A. Robertson, L. P. Pripstein, Leslie Molnar, Ashok Krishnamurthy, Wiplove Lamba, Alain Vanasse, Lucie Blais, Josiane Courteau, Marie‐France Demers, Sylvain Grignon, Marie‐Josée Fleury, Alain Lesage, Danielle St-Laurent, Laurence Nedelec, André Delorme, Marc‐André Roy, Mireille Courteau, Pierre Larivée, Shengrui Wang, Jian‐Fei Zhang, Thomas G. Poder, Pierre Dagenais, Marie-France Beauchesne, Florence Mok, Amy Liao, Tony D’Urzo, Leah Steinberg, Meghan White, Susanna Mak, Jennifer Arvanitis, Russell Goldman, Amna Husain, Justin Gagnon, Michael Cardinal-Aucoin, Araceli Gonzalez Reyes, Reem El Sherif, Carolyn Arbanas, Rebekah Barrett, Lena Salach, Amanda van Hal, Lindsay Bevan, Deanna Telner, Roni Kraut, Christina Korowynk, Lauren Katz, M. Shirley Gross, Sandy Campbell, G. Michael Allan, Jessica S. Dalley, C. Meghan McMurtry, Carly Ruderman, Alex Summers, Morgan Slater, Fok‐Han Leung, Elaine Hyshka, J Nichol, Kathryn Dong, Shireen Surood, Ginetta Salvalaggio, Michael R. Kolber, Sarah Liskowich, Kiel Luhning, Erwin Karreman, Emily Nicholas, Aïsha Lofters, Irene Lum, Rebecca Swartz, Matthew Kwan, Joanne Permaul, June Carroll, Salim Ahmed, Nusrat Shammu, Nahid Rumana, Fahmida Yeasmin, Arfan R. Afzal, Roland Grad, Sarah Ousalem, Marie‐Thérèse Lussier, Élie Boustani, Hollly Witteman, Claude Richard, Fatoumata Diallo, Marilou Croteau, Collectif Capsana, Jacqueline Lewis, Beate C. Sydora, Hilary Fast, Nesé Yuksel, Susan A. Ross, Brian Ng, John-Jose Nuñez, Elisabeth A. M. Cornelissen, Ruth Elwood Martin, Pierre Robichaud, David Gruber, Douglas Archibald, Michael Y. Woo, Keith Wycliffe-Jones, Vishal Bhella, Sonya Lee, Christine Ouellette, François Venne, Samantha Coulombe, Sohil Rangwala, Anne Balkissoon, Elizabeth Muggah, Sharon Johnston, Diana Ramos, Alenoush Saroyan, Kelsey B. Klages, Fred Ross, Eric Wong, Glen Bandiera, Nick Busing, Sandra R. Banner, Anurag Saxena, Matt Raegele, Nora Magyarody, Eva Purkey, Laura L. Vance, Kelly Howse

Bibliographic record

VenueCanadian Family Physician · 2016

Typearticle

Languageen

FieldMedicine

TopicHealth and Medical Research Impacts

Canadian institutionsnot available

Fundersnot available

KeywordsData scienceComputer scienceWorld Wide WebLibrary scienceMedicine

DOInot available

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008

metaresearch head score (Gemma)0.011

Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated

Candidate categoriesInsufficient payload (model declined to judge)

Consensus categoriesnone

DomainCandidate signal: none · Consensus signal: none

Study designCandidate signal: Not applicable · Consensus signal: Not applicable

GenreCandidate signal: Other · Consensus signal: Other

Teacher disagreement score0.458

Threshold uncertainty score0.865

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.008	0.011
Meta-epidemiology (narrow)	0.001	0.001
Meta-epidemiology (broad)	0.001	0.001
Bibliometrics	0.004	0.004
Science and technology studies	0.007	0.002
Scholarly communication	0.010	0.002
Open science	0.002	0.004
Research integrity	0.007	0.003
Insufficient payload (model declined to judge)	0.458	0.062

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 head0.189

GPT teacher head0.437

Teacher spread0.248 · 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