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Trauma Association of Canada Annual Scientific Meeting abstracts
R Kao, Xinchen Jiao, Anargyros Xenocostas, Rui T, N. Parry, David K. Driman, Charmaine Martin, Arjun Rajagopalan, Tammy Stewart, J. Walsh, Nicole Merritt, Andrew Beckett, Eric A. Elster, Homer Tien, Rex R, Leslie Phillips, Ioana Bratu, Suma Shah, B Nascimento, Rohit Pinto, Jeannie Callum, Sandro Rizoli, James P. Waddell, J. J. McMullan, Rhona McGlasson, Nizar N. Mahomed, John Flannery, M. A. Boitano, B. J. C., F Baillie, S. Faidi, Angela Coates, Sawsan Mohammad Asiri, PAUL D. FOSTER, Monesh Bhandari, Opeyemi Babatunde, F. H. Lawson, Nadine Schuurman, Lourdes Luzón Oliver, A. Nathens, Aaron Grant, Aijaz Yazdani, Monisha Sudarshan, Mostafa Alhabboubi, St. Louis M.E, Tan X, Peter Fata, David Deckelbaum, T Chughtai, Tarek Razek, Kosar Khwaja, M. Takashashi, Masaatsu Takada, Mitsuaki Sawano, Ito H, Hideaki TSUTSUMI, Melissa Waggott, A. K. Keenan, Jacinthe Lampron, A. Post, Blaine Hoshizaki, Susan Brien, Mollie Gilchrist, Estela A. Beale, Jeffrey E. Janis, Helen Phelan, Jerry M. Minei, Niklas Bobrovitz, MATEUS SOARES DE SANTANA, Henry T. Stelfox, Tanya L. Zakrison, Victoria McCredie, Elaine Leung, G. Garcia, Andrew W.M. Smith, Elijah Dixon, Dan Niven, Andrew W. Kirkpatrick, David V. Feliciano, Scott D’Amours, Chris Ball, Manal Bawazeer, Niaz Ahmed, H. Izadi, Amanda McFarlan, Katerina Pavenski, Christopher Evans, J Bridge, John M. Tallon, Terry Leeper, W. Robert Leeper, K Vogt, Denis Pereira Gray, Daniel J. Kagedan, A Ameer, Shaikah F. Alzaid, T Grenier, Laura M. Drudi, Nicolas Rodrigue, J. Rezendo-Neto, P Carreiro, Thiago Lisboa, Peter F. Winter, Elaine Rossi Ribeiro, J R Cunha-Melo, Maíra Medeiros Pacheco de Andrade, Derek J. Roberts, David Zygun, Jan Grendar, Helen Robertson, Jean Ouellet, Michael L. Cheatham, P McBeth, Patsy Stark, Patrick Groff, Richard L. Berg, Keishin Inaba, Onochie Ike Okoye, Jason Pasley, Δημήτριος Δημητριάδης, S Mehta, Fahad Alharthi, Adam Cheng, Ali Salim Lalani, Angelo Mikrogianakis, Pierce Gardner, S Cayne, D Knittel-Keren, Michael Gomez, Lynne Moore, A. Turgeon, J Lapointe, G Bourgeois, Michael Vassilyadi, Clara Karton, Paul Rousseau, José V. Rezende-Neto, Beatriz Oliveira Braga, Rita Faleiro, Maritza Sofía Vergara Magaldi, G Cardoso, Wilson Casimiro Tobar Lozada, Lilian Paola Duarte, Ingrid Slaba, Elizabeth Oddone-Paolucci, Christopher J. Doig, John B. Kortbeek, Aramandla Ramesh, Alisa Grigorovich, J Fish, Linda Searle Leach, P Leelapattana, Juanita W. Fleming, Chris Bailey, C Pajak, Betsy McAllister Nolan, C DeMestral, R. A. Zakirova, Brittany N. Rosenbloom, James M. Dabbs, D. Duff, Adam Michalak, Lester D. Mitchell, M. Singh, Jane Topolovec‐Vranic, Dawn Tymianski, L Yetman, Sonya Canzian, Anton Grunfeld, I MacPhail, Leanne Constable, van Heest R, Tam A, J Fernandes, Joelle Doucet, Pushpa Mahadevan, Do‐Gyoon Kim, G Casola, Raúl Coimbra, S Schooler, C Gladwin, Ali Javid, MC Misra, Santosh Kumar, Sarita Gautam, Anne Sorvari, Bronagh Blackwood, Bonnie Klassen, Chelsea Wong, Sabine M. J. M. Straus, Barbara Haas, Michał Lenartowicz, Meredith Parkovnick, Alí Salim, Christopher Blackmore, Carleone Vieira dos Santos Neto, George Cândido Nogueira, Milton Guilherme Forestieri Fernandes, T Almeida, de Abreu E, W Abrantes, Taranto, Biniam Kidane, Thomas R. Forbes, Cathy D.Hicks, Maureen Brennan, Heather Knight, H Yoxon, AR Harrington, A I Macpherson, Julie L. Mauceri, E Butorac, Jeremy Holmes, Jason Gilliland, M. Healy, Daniel Tanner, D Polgar, Debbie Fraser, Nancy Biegler, Innes Crawford, Corina Tiruta, Chaubey, Michael Ferri, Farah Khandwala, Brian K. Tsang, Sandy Widder, James R. McKee, Sheldon Benjamin, Aileen Hogan, J. S. Fraser, Paul Atkinson, Michael Martin, Ian D. Watson, S Woodford, David Gómez Jaramillo, N Alonazi, Marcin Waligóra, C Zhang, Kathryn Chalklin, Marvin Hsiao, Anne‐Marie Hill, Jacob C. Langer, Saloni Sharma, Ajith Kumar Sankarankutty, I Alababtain, Siu Han Anissa Fung, Eduardo Pandolfi Passos, Luz L, E Brnjac, Carolyn Snider, J Szpakowski, Federico Mancini, Richard B. Brown, Behrouz Heidary, Nicholas Bell, Leo Appleton, Peter Hennecke, Jack Taunton, Mackenzie O’Connor, Mansoor Hameed, Naisan Garraway, Robert G Simons, Daryl Evans, Tracey Taulu, L. D. Quinn, Donna Kuipers, Camille F. Rogers, William Geerts, M. F. Shiu, Susan Rhind, M Chen, Christine Babcock, Floyd Besserer, Nadine R. Caron, Marti Trudeau, F Prévost, Maria Concetta Pastore, Louis A. Tremblay, Raymond D. Fowler, Blessymol Joseph, M Sadoun, Jeffrey M. Harris, R Friese, N Kulvantunyou, Terence O’Keeffe, Jane M. Wynne, Anthony Tang, D Green, Peter Rhee, Bernard Lawless, J. Trpkovski, Blount
Bibliographic record
VenueCanadian Journal of Surgery · 2012
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsDefence Research and Development CanadaYork UniversityUniversity of GuelphSheridan CollegeUniversity of ManitobaChildren's Hospital of Eastern OntarioUniversité LavalSaint John Regional HospitalUniversity of British ColumbiaWestern UniversityHospital for Sick ChildrenKingston General HospitalQueen's UniversityFoothills Medical CentreUniversity of CalgaryStatistics CanadaHamilton General HospitalMcGill University Health CentreDalhousie UniversityUniversity of OttawaAlberta Health ServicesSimon Fraser UniversitySt. Michael's HospitalSunnybrook Health Science CentreOttawa HospitalConcordia University of EdmontonHamilton Health SciencesUniversity of AlbertaUniversity Health NetworkRoyal College of Physicians and Surgeons of CanadaUniversity of TorontoMcMaster UniversityMcGill UniversityLondon Health Sciences CentreMinistry of Health and Long Term CareAlberta Children's HospitalUniversity of New BrunswickToronto Rehabilitation Institute
Fundersnot available
KeywordsMedicineAssociation (psychology)Family medicineMEDLINE
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)0.003
metaresearch head score (Gemma)0.009
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: Other
Teacher disagreement score0.975
Threshold uncertainty score0.591
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.011 | 0.012 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.177 | 0.040 |
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 head0.032
GPT teacher head0.237
Teacher spread0.205 · 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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Citations1
Published2012
Admission routes3
Has abstractno