Record W3142151437

Dedicated Poster Abstracts

2019· article· en· W3142151437 on OpenAlexvenueno aff

Kelly Dore, D Fedorkow, Jenny Lamont, Ja'far Shidqul Azzam, N Dzaja, Inge Schabort, Glen Bandiera, Catherine Cervin, Darren Russell, Sharyn Kreuger, Chinmay Kulkarni, Raj Rasasingham, D. Gorman, Nancy Fúgate Woods, K Kulasegaram, Péter Szatmári, Caroline M. Doig, D. V. Myhre, Glen Greer, Lam J, Ǵerald Babcock, Mariela Ruetalo, David A. Latter, Ikechukwu Okafor, Asha Manikkoth Balakrishna, Luke Robinson, Paul R. Gerber, Eleftherios Soleas, E Matzinger, Guy Sheahan, Lingtak‐Neander Chan, James M. Carpenter, Dennis Amirtharaj S. M., J Baumhour, Maria Hubinette, Renate Kahlke, van der Goes T, Jeanne M. Clark, Ian G. Scott, J Owen, Dara Maker, Joyce Nyhof‐Young, Anuj Thakur, D Meschino, Latika Nirula, L Naismith, T. E. Gordon, Anika Saiva, S Doshi, Thai V. Pham, Marianne Xhignesse, L Mathieu, Daniel Clavet, S Sockalingam, Zarah Chaudhary, Robert W. Barnett, Jillian W. Lazor, Maria Mylopoulos, Michael Williamson, M Czikk, Rojas Gualdron D, Ali Bateman E, Robert Teasell, Debra Sibbald, Sílvia Monteiro, Yonggang Tu, Thomas J. Charles, Richard Pittini, G. B. W. Tait, Katina Tzanetos, F. D. Howard, Nicholas Cofie, Nardhana Sivapalan, D. J. Barber, Nancy Dalgarno, B Zevin, Clare Newton, Wood, Brenna M. Lynn, Bob Bluman, T. Edward Cuddy, Suzan Schneeweiss, Morag Paton, Robin L. Jones, Katie Farah, K. John McConnell, C Kuepers, Jane Tipping, Yoshihiro Asai, K. R. Evans, Lucy McDiarmid, Catherine Mangan, Kent Smith, Susan Mace Weeks, Christopher F. Burnett, T Dongo, Casey M. Ryan, J McMeekin, Rory Quinn, R Gorsche, K. BURAK, T. MacLeod, Francesca Luconi, Meron Teferra, Eamonn I. F. Wooster, Muzammal Hussain, C Zarzour, Heather Braund, Robert W. Egan, A Balbaa, Inna Berditchevskaia, S. Bowden, S Freeman, Abirami Kirubarajan, Natalie R. Klostermann, Mariam Naguib, Maury Pinsk, Brett Cohen, I Ripstein, J Hyman, F Postalow, Weizi Li, Karen Ballinger, M Lautatzis, K Wosnitza, Kylie Riou, Bennett, Ulrich Teucher, Marcel D’Eon, Urarat Nanna, L Chularojanamontri, A Chaikan, Nipapan Malisorn, Plens Shecaira L, K Azzam, A Silla, Erin Walling, Robert Woollard, A Wasik, Eric Lachance, J. Allison, Shree Mulay, Akshat Saxena, L Desanghere, T Robertson-Frey, Katrina A. Lawrence, Peter F. Hayes, J. Thiel, Ivar M. Mendez, Margaux Girouard, Lina Zhou, R. Riviere, Anna Byszewski, Heather Lochnan, Isabelle Burnier, D Bouchard-Lamothe, Martin Tremblay, J Thériault, D Forget, Marie-Claude Lamarre, R. U. Lemieux, G Bujold, A Boire-Lavigne, Sophie Laberge, Jordana Bernard, Marlon Dumas, P Garde-Granger, M Héon-Lepage, S Lafrenaye, Le Sieur, Guy Drouin, W. D. P. Stewart, M. Charles Gilbert, Angela Coderre-Ball, Barry J. Fraser, Adrian Boyle, S.Nagaparameshwara Chary, Roze des Ordons A, M Paget, Liu C, P. S. JUN. VEALE, Lara Hazelton, Seth Love, L Bonang, C. C. Tong, A Kundi, Adam C. Bell, C. N. MORRIS, Ayl Wong, S McClennan, Betty Onyura, Risa Bordman, Richard J. Ellis, M Nutik, Stephen W. Wright, R. Austin Freeman, Mary Forte, M Kulasegaram, Kevin P. Cole, Hiromi Tissera, C Hortas-Laberge, J Chhina, Dylan K. Chan, A Krol-Kennedy, Antao, Eric Colledge, N Crispino, Reimitz Gabor, Steven A. Goldstein, M Branigan, Michael Homer, Martina Dragija Ivanović, Rakesh K. Jain, M. Kates, C. Lemieux, Deborah Kopansky-Giles, M Markovski, Martin Roberts, C Schram, Robert J. Stoller, Thea Weisdorf, Heather Zimcik, R Penciner, Geoffrey Sampson, Charles Chernor Jalloh, S Yurkiw, Е. РОМАНЧЕНКО А, L. Patrick, Lisa Beatty, S. Miller, Kelly Lackie, Kyle Burrows, J Bowles-Jordan, Allan MacDougall, R Sule, Ruth W. Ruhara, Susan H. Rodger, Mutiso, David M. Ndetei, C. Nadine Wathen, Janzen Le Ber M, O Branzei, Michael Njenga, K. E. Saxton, Sarah Kilbertus, Kaif Pardhan, Juveria Zaheer, Ijaz Haider S, Richard Gill, Qaiser Riaz, I Harle, Jeremy Rezmovitz, Jerry M Maniate, I. W. MacPhee, Glover Takahashi S, R. K. Dube, K Venus, L S Melvin, R.V. Patel M. Shah, J François, Steven Kish, Dana Klassen, Barbara Martin, Kathleen A. Grant, Stuart Murdoch, Mark Whittaker, Linda Rozmovits, Carlos Abrahams, C Cassis, Authur M. Thomas, Al Zoubi F, Helen B. Owens, Yan W, Yan Lam C, Simon Archer, Stephen Vanner, D.M. Taylor, Philip James, Zachary Adirim, P. P. A. Smyth, Brian Fisher, S Ganatra, Manjula Gowrishankar, B Jones, Ma C, Sitara Persad, John C. Walton, Sarah H. Widder, Kristopher Dennis, C Polimeni, Anna Harvey, Arthur L. Lafleur, Caroline Simard, Mika MARUYAMA, Rob Lederer, F Kilbertus, Rola Ajjawi, L Beamish, Colin Clelland, Donald E. Born, James W. Wolfe, K. Little, Sian Hsiang‐Te Tsuei, Dong‐Yup Lee, Ho C, Glenn Regehr, Laura Nimmon, Cathy M. Puskas, Silvia Guillemi, K Koleszar, J Beaveridge, D. Nicholson, Malcolm Payne, Amanda Baskwill, Megan R. Vanstone, Daniel F. Harnish, Dominique Piquette, A Mecklenburg, U Najeeb, Laekin Rose, Lorelei Lingard, H Mawdsley, K Kittner, Anthony James, Scott Lee C, Terry Colbourne, A Krawchenko-Shawarsky, Mead S. Moores, R Mungroo, Danielle Saucier, Nathalie Gingras, A. Beaulieu, Chris Nash, Martin Farrugia, M Kulasegraram, C Cartmill, Lindsey Fechtig, Tauseef Khan, Michele Giuliani, Janneke Frambach, Michael J. Broadhurst, Rouhi Fazelzad, Janet Papadakos, Ellen Driessen, Athina Martimianakis M, Long Doan, T Romagnoli, M. J. Taylor, Kim Daniel, Kim G, T Smith-Gorvie, Tony D’Urzo, Debra K. Katzman, O Famure, Michelle Minkovich, I Clotea, Li G, Jungmin Kim, Margaret MacGillivray, Frank Battaglia, Émilie Langlois, Marisa Market, Ju Young Shin, C. Seabrook, Tim Brandys, R Waldolf, E Éthier, Natasha Parent, A. Michon, G Montgomery, Leanne Fleming, Katherine Hick, Sharon Lorber, Nicolette Caccia, Kimberly A. Kline, E Kiriloff, V Evans, Van Wagner, Brigid M. Lynch, J Leo, Kuo K, Lam A, E Dahlke, J Tanwani, J Peranson, S aacute nchez-Hern aacute ndez Germ aacute n, J Chirico, M Hollidge, H Caetano, Chandrika Prasad, David Chartash, Eric Chen, Marc B. Rosenman, D Topps, Rachel Ellaway, P Sritipsukho, Dipak Banerjee, Batya Grundland, Christian Murphy, H. K. St. J. S., Selina Chow, Danielle Blouin, Shannon L. Venance, E Cambron-Goulet, Baron G, Lisée, Ghislaine Houde, Éric Gagné, Martin Scobie, Trustin Domes, Ryan Nguyen, S Bughi, M Fraix, J. Keith Melancon, Andrée Vézina, L Petitclerc, Cristina Velez, Neeraj Gupta, Pascale Gendreau, До, Stephen Smith, HARRY M. BOH ANNAN, G. Blank, J Anthony, GAURAV S PARHAR, J Gregory, Javeed Sukhera, Alan G. Fraser, Kenneth P. Ritchie, Devin Sydor, C Gerin-Lajoie

Bibliographic record

VenueCanadian Medical Education Journal · 2019

Typearticle

Languageen

FieldEconomics, Econometrics and Finance

TopicDiverse Scientific and Economic Studies

Canadian institutionsnot available

Fundersnot available

KeywordsComputer scienceInformation retrieval

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)0.001

metaresearch head score (Gemma)0.004

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 score0.691

Threshold uncertainty score0.441

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.004
Meta-epidemiology (narrow)	0.001	0.000
Meta-epidemiology (broad)	0.001	0.001
Bibliometrics	0.002	0.001
Science and technology studies	0.002	0.000
Scholarly communication	0.004	0.001
Open science	0.001	0.003
Research integrity	0.003	0.002
Insufficient payload (model declined to judge)	0.691	0.324

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 head0.019

GPT teacher head0.217

Teacher spread0.198 · 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