Record W1947103858

Family Medicine Forum Research Proceedings 2013/Compte rendu sur la recherche au Forum en médecine familiale 2013

2014· article· fr· W1947103858 on OpenAlexvenueno aff

Donna Manca, Carolina Aguilar, Denise Campbell‐Scherer, Kami Kandola, Kris Aubrey‐Bassler, Christopher Meaney, Eva Grunfeld, Gayle Halas, Carol Styles, Alan Katz, J. A. Weaver, Christa Kozanczyn, Anwar Parbtani, Jennifer Barrows, Gurveen Grewal, Brenna M. Lynn, Réka Gustafson, Marisa Collins, Shelley Ross, Douglas Archibald, Louise Autier, Jonas Eriksson, Kathy Lawrence, Laura N. McEwen, Moné Palacios, Artem Safarov, Steve Slade, Ivy Oandasan, Monica Kidd, Glenda N. Bendiak, Tom Rosenal, Lara Nixon, Roberta Jackson, Maggie H. C. Sutherland, Lisa C. Hughes, Ian Mitchell, Laurie Pereles, Bruce Wright, Noah Ivers, JUDITH SCHWALM, Holly O. Witteman, Monica Taljaard, Purnima Rao-Melacini, Merrick Zwarenstein, Jeremy Grimshaw, Madhu K. Natarajan, Linda Lee, George Heckman, Robert S. McKelvie, Philip Jong, Teresa D’Elia, Margaret J. McGregor, Riyad B. Abu‐Laban, Lisa Ronald, Kimberlyn McGrail, Douglas Andrusiek, Jennifer Baumbusch, Michelle Cox, Kia Salomons, Michael Schulzer, Lisa Kuramoto, Mark Lysyshyn, Kelly J. Yu, Sara Forsting, E Kefalas, Meena Dawar, Ruth Elwood Martin, Wendy Sproule, Debra Hanberg, Larry Howett, Marnie Scow, Anna Funk, Lara‐Lisa Condello, Lynn Fels, Vivian R. Ramsden, John L. Oliffe, Anne Biringer, Anastasia Tobin, David Tannenbaum, Elizabeth Shaw, Baukje Miedema, Lucía Tramonte, Ryan Hamilton, Kate Morrison, June Carroll, Joanne Permaul, J. Walter Myers, Rahim Moineddin, Michèle Aubin, René Verreault, Lise Fillion, Éveline Hudon, Yves Lacasse, Sébastien Simard, André Tourigny, Serge Dumont, Serge Daneault, Audrey Samson, Kasandra Harriman, Lisa Howard, Rita McCracken, Eric Shafonsky, Allen Hayashi, Kristine Votova, Christine Hall, Andrea M. Piccinin, Jonathan Rush, Scott M. Hofer, M Sheth, Cynthia Whitehead, Risa Freeman, Batya Grundland, Fiona Webster, Joyce Zazulak, Michelle Howard, Alan Taniguchi, Samantha Winemaker, Lawrence Grierson, Melini Gupta, Dilzayn Panjwani, Cassandra Greenberg, Erika Feuerstein, Sheila Dunn, Jarret Morrow, Kim Duerksen, Tyler Williamson, Michael Green, Stewart B. Harris, Jyoti Kotecha, Susan Webster-Bogaert, Han Han, Judith Belle Brown, Grant Russell, Sharon E. Roberts, Meghan Fournie, Amardeep Thind, Moira Stewart, Sonja M. Reichert, Richard Birtwhistle, Marie‐Thérèse Lussier, Marie Authier, Marie‐Claude Vanier, Fatoumata Diallo, Justin Gagnon, Husna Husainy, Jennifer Khu, Alice Chan, Yves Lambert, Manon Duchesne, Ronald Chartrand, Yasmine Ratnani, Valérie Bélien Pallet, Melissa Kennedy Hynes, Peter Ferguson, Peter Dietsche, Susan Glover Takahashi, Kate Tairyan, Carolina Segura, Jennifer Chu, Lindsay P. Galway, Mauricio Eraso, Craig Goolsby, A. Hayes, Michelle Everton, Ann Hulton, Ginetta Salvalaggio, Christine Vandenberghe, Scott W. Kirkland, Greta G. Cummings, Bob McKim, C. Wild, Alison Doucet, Peter Nugus, Juana Morales, Hélène Rousseau, Alex Caudarella, Andrea Evans, Kirsten Johnson, Stephanie VandenBerg, Ellen Wiebe, Alka Murphy, C. E. Allen, Sheri Kiselbach, Piotr Klakowicz, David Moore, David Tu, Shahriar Khan, Sabrina Wong, Nandini Natarajan, Neil Drummond, Peyvand Ashtarani, Gerald Konrad, Jeff Sisler, Breann Hawryluk, Michael Klein, M.S. Asheya, Janusz Kaczorowski, Holly Whitteman, Patricia McNiven, Samantha Sarra, Mo Korchinski, K. Hargreaves, Tara Zupancic, Jane A. Buxton, Margaret Manville, Michael Klein, Lesley Bainbridge, Yee-Ling Chang, Deb Kopansky-Giles, Richard H. Glazier, Jean Kozak, Akber Mithani, Stephen J. Wetmore, Bridget Ryan, Cathy Thorpe, Jamie Wickett, Giulia Perri, Amanda Wilson, Daphna Grossman, Michael Gordon, Dena Sommer, Jurgis Karuza, Talia Gordon

Bibliographic record

VenueCanadian Family Physician · 2014

Typearticle

Languagefr

FieldHealth Professions

TopicPrimary Care and Health Outcomes

Canadian institutionsnot available

Fundersnot available

KeywordsHumanitiesLibrary scienceData scienceComputer sciencePhilosophy

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 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)0.015

metaresearch head score (Gemma)0.003

Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated

Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)

Consensus categoriesResearch integrity

DomainCandidate signal: none · Consensus signal: none

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

GenreCandidate signal: Commentary · Consensus signal: none

Teacher disagreement score0.343

Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

Category	Codex	Gemma
Metaresearch	0.015	0.003
Meta-epidemiology (narrow)	0.001	0.001
Meta-epidemiology (broad)	0.002	0.000
Bibliometrics	0.002	0.003
Science and technology studies	0.003	0.001
Scholarly communication	0.000	0.001
Open science	0.002	0.001
Research integrity	0.003	0.009
Insufficient payload (model declined to judge)	0.000	0.004

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 head0.266

GPT teacher head0.446

Teacher spread0.180 · 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