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Family Medicine Forum Research Proceedings 2013/Compte rendu sur la recherche au Forum en médecine familiale 2013 Compte rendu sur la recherche au Forum en médecine familiale 2013
Donna Manca, Carlos Aguilar, Denise Campbell‐Scherer, Kami Kandola, Kris Aubrey‐Bassler, Christopher Meaney, Eva Grunfeld, Gayle Halas, Carol Styles, Alan Katz, James B. Weaver, Christa Kozanczyn, Anwar Parbtani, J Barrows, G. S. Grewal, Brenna M. Lynn, Réka Gustafson, M Collins, Shelley Ross, Douglas Archibald, Lila Autier, Jonas Eriksson, Kathy Lawrence, Lindsey McEwen, Maldonado Palacios, Artem Safarov, Steve Slade, Ivy Oandasan, Monica Kidd, Glenda N. Bendiak, Tom Rosenal, Laura Nixon, R Jackson, Michael Sutherland, LloydD Hughes, Ian Mitchell, Laurie Pereles, Bruce Wright, Noah Ivers, Jon-David Schwalm, Holly O. Witteman, Monica Taljaard, Rao Ps, Merrick Zwarenstein, Jeremy Grimshaw, Madhu K. Natarajan, Lee L, George Heckman, Robert S. McKelvie, P.C.M. Pasker-de Jong, Teresa D’Elia, Margaret J. McGregor, Riyad B. Abu‐Laban, Lisa A. Ronald, Kim McGrail, Douglas Andrusiek, Jennifer Baumbusch, Cox M, Kia Salomons, Michael Schulzer, Lisa Kuramoto, Mark Lysyshyn, Keping Yu, S Forsting, E Kefalas, Meena Dawar, Ruth Elwood Martin, William J. Sproule, Debra Hanberg, Larry Howett, Marnie Scow, Anna Funk, Lara‐Lisa Condello, Laurent Fels, Ramsden, John L. Oliffe, Anne Biringer, Anastasia Tobin, David Tannenbaum, Elizabeth Shaw, Baukje Miedema, Lucía Tramonte, Ryan Hamilton, Katharine Morrison, June Carroll, Joanne Permaul, Jay Myers, Rahim Moineddin, Michèle Aubin, René Verreault, Lise Fillion, E. Hudon, Yves Lacasse, Sébastien Simard, André Tourigny, Serge Dumont, Serge Daneault, Alan Samson, Kasandra Harriman, Lauren E. Howard, Rita McCracken, Eric Shafonsky, Allen Hayashi, Kristine Votova, Christine Hall, Andrea M. Piccinin, A. John Rush, Scott M. Hofer, M Sheth, Cynthia Whitehead, Ruth Freeman, Batya Grundland, Fiona Webster, Joyce Zazulak, Michelle Howard, Alan Taniguchi, Samantha Winemaker, Lawrence Grierson, Manasvi Gupta, D. Panjwani, Cheryl R. Greenberg, Erika Feuerstein, Sheila Dunn, Johnica J. Morrow, Kim Duerksen, Tyler Williamson, Michael Green, Stewart B. Harris, Jyoti Kotecha, Susan Webster-Bogaert, Han Han, Jessi L. Brown, Georgina Russell, Sharon E. Roberts, Meghan Fournie, Amardeep Thind, Moira Stewart, Sonja M. Reichert, Richard Birtwhistle, Marie‐Thérèse Lussier, M Authier, Marie‐Claude Vanier, Fatoumata Diallo, Justin Gagnon, Husna Husainy, K Carr J, An‐Wen Chan, Yves Lambert, Marie-Ève Duchesne, Ronald Chartrand, Yasmine Ratnani, Melissa Kennedy Hynes, Pamela R. Ferguson, Pina Dietsche, Susan Glover Takahashi, Kate Tairyan, C. Pozuelo Segura, Jian Chu, Lindsay P. Galway, Craig Goolsby, A Hayes, Alicia S. Hulton, Gabriel Versari Salvalaggio, Christian Vandenberghe, S Kirkland, Greta G. Cummings, Bob McKim, C. Wild, Alison Doucet, Peter Nugus, Josefina Morales, Hélène Rousseau, Alex Caudarella, Audrey E. Evans, K Johnson, Scott Vandenberg, Ellen Wiebe, Alison Murphy, Christopher Allen, Sheri Kiselbach, Piotr Klakowicz, David Moore, Dongping Tu, S Khan, Sazkia Paola Espinoza Wong, N. O. Natarajan, Neil Drummond, Peyvand Ashtarani, Gerald Konrad, Jeffrey Sisler, Breann Hawryluk, M. Klein, M.S. Asheya, Janusz Kaczorowski, Holly Whitteman, Patricia McNiven, Sheila Regina Sarra, Mo Korchinski, K.M. Hargreaves, Tatjana Župančič, Jane A. Buxton, Michael Manville, Laura Bainbridge, Y Chang, Deborah Kopansky-Giles, Richard H. Glazier, Jean Kozak, Akber Mithani, Stephen J. Wetmore, Bridget Ryan, Cathy Thorpe, J. F. Wickett, Gladys Perri, Amanda Wilson, D Grossman, Michael Gordon, Dena Sommer, Jurgis Karuza, Thomas F. Gordon
Bibliographic record
VenueCanadian Family Physician · 2014
Typearticle
Languagefr
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical scienceLibrary sciencePhilosophyComputer science
DOInot available
Abstract
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 imitationNot 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)0.048
metaresearch head score (Gemma)0.082
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.627
Threshold uncertainty score0.741
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.048 | 0.082 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.011 | 0.010 |
| Insufficient payload (model declined to judge) | 0.142 | 0.025 |
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 head0.360
GPT teacher head0.444
Teacher spread0.084 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
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Citations0
Published2014
Admission routes1
Has abstractno