← Back to cohort
Trauma Association of Canada Annual Scientific Meeting, Westin Calgary Calgary, Alberta, Apr. 10–11, 2015
D. Roizblatt, A Babsail, Mostafa Alhabboubi, Fadi Hamadani, D Benyayer, Christian Malo, David Deckelbaum, Kosar Khwaja, Andrew Beckett, Tarek Razek, Peter Fata, Gilgamesh Eamer, Ioana Bratu, Derek J. Roberts, J. Marshall Craig, Peter Faris, Carol Ball, Corina Tiruta, J Xiao, Paul McBeath, P Kubes, Christopher J. Doig, Andrew W. Kirkpatrick, Joanne Banfield, Barry R. Greene, Jacinthe Lampron, Precilla Veigas, Sandro Rizoli, Jeannie Callum, B Nascimento, Da Luz L, Lynne Moore, F Lauzier, Simon Berthelot, Henry T. Stelfox, John B. Kortbeek, Richard Simons, G Bourgeois, Jean -Loup Clement, M Schellenberg, Kathleen Stevens, Aqsa Mehmood, Ali Javid, Sarita Gautam, I Zafarm, Anne Sorvari, Rachel Adam, H Ondiveeran, Henry Bedaysie, Ali Tarighat‐Esfanjani, Suzanne Briggs, Cherry Wilson, Helen Robertson, Shelina Babul, Patrick Goeres, Frederick A. Zeiler, Bernard Unger, Lawrence M. Gillman, Badar Alhadhrami, M Elhusseini, M Alhalbboubi, T Chughtai, Timothy Rice, Sne N, Julia Rice, Sean R Reid, Li J, F Baillie, A. Somers, Stephen MacGillivray, Traci Robinson, Alan W. Boone, Navjot Sandhu, Ian Wishart, A Addioui, D Saint-Vil, Louis Crevier, M Beaudinn, Pier‐Alexandre Tardif, T Porgo, Amélie Lavoie, Léon Nshimyumukiza, A. Turgeon, J Lapointe, B. Cissé, Julie Duplantie, M Matar, Ann Tran, Olivia S. Margie, Jean Yelle, Giuseppe Pagliarello, Tze N, T Grenier, Rae R, Abdullah Alali, Huny Bakry, Ashok Malla, S. Faidi, AS Coates, Paul T. Engels, Alfredo Cataldo Neto, L DaCosta, Keiko Inaba, Shawn G. Rhind, Kelly Vogt, Bill Moffat, W. Robert Leeper, Tanya Charyk-Stewart, R Malthaner, Darrell M. Gray, Natalie Parry, César Antonio Pena, H. Yuen Tien, A. Nathens, Patricia E. Murphy, N Sothilingam, B Batey, Ali A. Sovari, Svensson Henry, Brett Mador, Farid Muakkassa, Richard Marley, Ann Salvator, Zachary A. Yetmar, I Horattas, Daniel Erck, Samir Faidim, B Landry, Michael N. Patlas, A LaPorta, J. S. C. McKee, H Wright-Beatty, J Keillorn, Susan Brien, J Wong, Daniël J. Louw, Andrew Kirkpatric, Ian McKee, Nova L. Panebianco, R. Eunice Parfitt, Debbi Hamilton, B Sevcik, Michel Laviolette, Melissa Waggott, Simon Taylor, John E. Boyd, M. Erdogan, Sandy Widder, Mr Waters Butler, Nelofar Kureshi, Katherine Martin, R Green, Sami Hossri, C Fasanya, Carolyn Snider, N. Barrett, Cyr K, P Camorlinga, Shawn P. Quigley, N Kureschi, S Longsetty, Di Jian, Dean Fergusson, Lauren M. McIntyre, George Kovács, D. Griesdale, Lee C, Shelley McLeod, Michelle Klingel, Van Aarsen K, Josephine Franc, Monica Peddle, Michael R. Driedger, Arun Gupta, BENJAMIN T. WELLS, Elijah Dixon, Nidhi Charan, K. Rajaram, Nicholas Sowers, P. Froese, Nina Neuhaus, Manal M. Younus, Dayamí García Torres, K Widom, David Leonard, S Baro, James Dove, Joseph Blansfield, Mohsen Shabahang, Suzanne Timmons, Jonathan Wild, Isabelle Hardy, Steven McFaull, MARYSE BEAUDIN, Irada Ibrahim-zada, R Friese, Peter Rhee, G Veercruysse, Bobby Joseph, Annette Marie Pascual Marrer, Karen Bailey, A Wang, Heather L. Pelletier, D Calligan, Sarah M. Bennett, A Amath, Heather Knight, Paul Brindley, Damian Paton-Gay, J Park, Natalie Yanchar, Adam Cheng, Angelo Mikrogianakis, Sonny Dhanani, Farhan Bhanji, Alykhan Lalani, Fahad Alharthi, Shanti Mehta, Margaret Hinton, Enrique Bernal, Sidney Wolf, B Arnoldo, Karen Kowalske, Helen Phelan, Alison Chisholm, Sheldon Benjamin, Adam Hogan, S Woodford, I Watson, Renée M. St. Louis, S P E A R C E, Laura Hewitson, Paul Atkinson, J. Mekwan, G Verheul, Donald W. Lewis, Candace L. Rouse, J Hayre, J. French, Julie Fraser, B Sealy, Hassan Al‐Thani, Ayman El‐Menyar, Rafael Consunji, Ahmad Zarour, Hassan Abdulrahman, Ashok Parchani, Robert L. Peralta, Michèle Masson‐Trottier, Cyr C, Caroline Arbour, Nadia Gosselin, K Marcotte, Mohamed Mydeen, A Johnson, Eduardo Pandolfi Passos, Jie Fan, Draga Jichici, A. Healey, El Menyar A, H Shaltout, Hamse Abdi, H Tarakieh, Al Thani H, Danielle Bracco, Respicious Boniface, Lawrence Museru, Annie Lalande, O Bekdache, Josée Marcoux, Mohammad Reza Maleki, Pedro Padim, S Canestrini, M Tuma, Amanda McFarlan, JP Reis Neto, C Belmont, Mohamed Mohamud Omar, P Dufresne, Paule Lessard Bonaventure, Shahrooz Yazdani, Z Hussein, N Lakha, Eiman Zargaran, Darin C. Ramsey, M. Hameed, A Nicol, R. M. Spence, Pradeep H. Navsaria, Dyt Fong, Hai Ming Wong, Rafael Lara Martínez, E Shangguan, Alghalya Almaawali, J Asselstine, Frederick D. Brenneman, S Alshlwi, J Grush, M Ahghari, R MacDonald, Subhash Chandra Biswas, Mohamed Yusuf Hassan, Sarwat Iqbal, Nai Kong Fong, J Grushka, L St-Laurent, Emily Eckert, Munthali, Al Rawahi A, Fatma Alhinai, Min Ai, A Perez, Lynette Pei‐Chi Shek, R Grodecki, Hui Peng, Benoit Phelan, Tushar Pishe, J Middeton, Julie Harrington, T Charyk Stewart, A. Penney, Meagan Mucciaccio, Christine Hedges, Adam Dukelow, P Bradford, Danièle Lévy, Andrew Keenan, Douglas A. Young, Sean Lally, Antonia Radoš, Amanda-Rae Williams, Vis C, Alireza Alam, Rachel Perlman, J Keillor, Safiya Al-Masrouri, Naisan Garraway, Tricia Smith, Al Hinai A, D Filips, M Bouclin, I. E. Atkinson, C Semprun, D. Collins, Do‐Gyoon Kim, Kim G, Betty Jean Putnam, de Virgilio C, Josilene Malaquias de Maciel, A. J. Neville, Fred Bongard, S.R.W. Bricker, David Plurad, Samantha F. Curtis, J Odenbach, Rebecca Grokiert, Christian Falconer, Cyd Courchesne, Steven Campbell, Amanda S. Newton, P Dufrsne, Lindy VanRiper, H Wilkes, Asim Abdel Moneim Hussein, Shagufta Khan, Eva Alisc, Claire Hoysted, Markus A. Landolt, Niccolò Parri, Mark Lytle, Rachel Stanley, Anupam B. Kharbanda, Franz E Babl, Nancy Kassam‐Adams, James Z. Appel, K Fichter, Rao J, Yeonwook Kang Lauren Julius Harris, D Nahachewsky, T Fleiszer, D Fraser, Bonnie Klassen, Yvonne Briereley, Jaimini Thakore, Julia A. McMillan, Siân Robinson, Dean E. Williams, Anjum Younus, Ariel D. Marrero, D Mapiour, Haytham Qosa, S Trpcic, Nirpesh Adhikari, François Lamontagne, Annabelle Cumyn, Keith Burns, Damon C. Scales, Mark Duffett, Barklie Henry, Mark McGowan, Tanya L. Zakrison, Annemarie Young, David P. MacKinnon, Katie N. Dainty, C Kokoski, Jodi Denbok, Alysse Blight, Alicia Bakker, Lee Barratt, E Butorac, Kathryn Gaunt, Sarvesh Logsetty, J Gawaziuk, Lim S, Dan Château, Malcolm Doupe, Jitender Sareen, Bernard Lawless, P McBeth, Mypinder S. Sekhon, Nadine Schuurman, Peter Dodek, Najib Ayas, Vu E, Di Battista A, Shazia Hassan, Jane Topolovec‐Vranic, Da Costa L, Adaline Maitland Baker, Kish Lyster, AbdulMohsin Baabsail, Ori D. Rotstein, Gao Z, Mai‐Ly Duong, D Shum-Tim, Estela de los Ángeles Gispert Abreu, C. Machado, Marcelino Santos, Jacqueline Godinho, Andréa Bernardes, Audrey Menezes, Fry N, Mingyu Liang, M Bleszynski, Andrzej K. Buczkowski, Robert G. Martindale, David Evans, Suzanne Fraser, M Stephens, Leslie Knowlton, Kaitlyn Gillard, K Almansoori, Dena Almansorri, Mutiso, A Saleh, Holly Hawes, James Hogan, Jonathan N. Kromm, M. Menon, Nicholas A. Nash, Matthew V. Benns
Bibliographic record
VenueCanadian Journal of Surgery · 2015
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineAssociation (psychology)Library scienceFamily medicine
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)0.002
metaresearch head score (Gemma)0.003
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 score0.089
Threshold uncertainty score0.296
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.089 | 0.018 |
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 head0.034
GPT teacher head0.244
Teacher spread0.211 · 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".
Quick stats
Citations0
Published2015
Admission routes2
Has abstractno