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Trauma Association of Canada Annual Scientific Meeting, Westin Calgary Calgary, Alberta, Apr. 10–11, 2015
D. Roizblatt, Gilgamesh Eamer, Joanne Banfield, Brittany Greene, L. Moore, Morgan Schellenberg, Shelina Babul, Patrick Goeres, A. Babsail, Timothy Rice, Sherry MacGillivray, Anissa Addioui, Pier‐Alexandre Tardif, Teegwendé Valérie Porgo, Maher Matar, Nancy Tze, Rachel Rae, Abdulaziz Alali, Luís Teodoro da Luz, Kelly Vogt, Patrick Murphy, Jameel Ali, Brett Mador, Farid Muakkassa, Samir Faidim, Andrew Kirkpatric, Matthew Laviolette, Simon Taylor, Paul T. Engels, Sami Hossri, Carolyn Snider, John B. Kortbeek, Robert S. Green, Christopher Lee, Michael R. Driedger, N. Karthik Divya Charan, Nicholas Sowers, Nina Neuhaus, Isabelle Hardy, Muhammad Younus, Irada Ibrahim-zada, Annette Marie Pascual Marrer, Karen Bailey, Sean Bennett, Lawrence M. Gillman, Kaitlin Cyr, Natalie Yanchar, Monica Hinton, Eileen Bernal, Leanne Hewitson, Colin Rouse, Hassan Al‐Thani, Michèle Masson‐Trottier, Mohamed Firdaus M. Mydeen, Niv Sne, Rubén Peralta, David Bracco, Omar Bekdache, Pedro Padim, Madiba Omar, Shahram Yazdani, Zahra Hussein, Eiman Zargaran, Deanna Fong, Alghalya Almaawali, Saeed Alshlwi, Brad Moffat, Saptarshi Biswas, Muhamad Elhusseini Hassan, Annie Lalande, Aziza Al Rawahi, Arimie Min, Benoit Phelan, Jane Harrington, Meagan Mucciaccio, Fatma Alhinai, Heather Knight, Desiree Young, Asim Alam, Melissa Waggott, Jessica McKee, Safiya Al-Masrouri, Alreem Al Hinai, Carlos Semprun, D. L. Collins, Dennis Kim, Sarah Curtis, Philippe Dufrsne, Salman A. Khan, Alanna Keenan, Jaimini Thakore, Anam Younus, A M Marrero, Deng Mapiour, Barto Nascimento, Melissa McGowan, Candis Kokoski, Sarvesh Logsetty, Bernard Lawless, P McBeth, Alex Di Battista, Mostafa Alhabboubi, Joao Rezende Neto, Amber Menezes, Kaitlyn Gillard, Khaled A. Almansoori, Nick A. Nash, AbdulMohsin Babsail, David Benyayer, Christian Malo, Dan Deckelbaum, Kosar Khwaja, Paola Fata, Ioana Bratu, Jenne Craig, Peter Faris, Corina Tiruta, Paul McBeath, Paul Kubes, Christoher Doig, Andrew W. Kirkpatrick, Jacinthe Lampron, François Lauzier, Simon Berthelot, Kent A. Stevens, Amber Mehmood, Subash Gautam, Imran Zafarm, Anne Sorvari, Rasheed Adam, H Ondiveeran, Henry Bedaysie, Ernest Ali, Susan M. Briggs, Crystal Wilson, Helen Robertson, Derek J. Roberts, Frederick A. Zeiler, Bertram Unger, M Elhusseini, Mostafa Alhalbboubi, Mohamed Abdulla, Talat Chughtai, Jeffrey Rice, Susan Reid, Jennifer Li, Frank Baillie, Andrea Somers, Traci Robinson, Andrea Boone, Naminder Sandhu, Ian Wishart, Louis Crevier, Marianne Beaudinn, Léon Nshimyumukiza, Alexis F. Turgeon, Jean Lapointe, Brahim Cissé, Julie Duplantie, Alexandre Tran, Olivia Margie, Jean-Denis Yelle, Giuseppe Pagliarello, Tara Grenier, Hasham Bakry, Ali Malla, S. Faidi, Antônio Capone Neto, Leo Dante DaCosta, Kenji Inaba, Shawn G. Rhind, W. Robert Leeper, T Charyk-Stewart, Richard Malthaner, Daryl Gray, Neil Parry, Carlos Eduardo Semprum Pena, Avery B. Nathens, Niroshan Sothilingam, Brandon Batey, Anne Sovari, Sharon Henry, Robert Marley, Ann Salvator, Zachary A. Yetmar, Ileana Horattas, Daniel Erck, Bret A. Landry, Michael N. Patlas, Jocelyn Keillorn, Sue Brien, John K. S. Wong, Andrew Beckett, Deon Louw, Ian McKee, Nova L. Panebianco, RJ Parfitt, Douglas M. Hamilton, Bill Sevcik, Jamie Boyd, Sandy Widder, Kate Martin, Charles Fasanya, Nicole Barrett, Paola Camorlinga, Stephen P. Quigley, Nelofar Kureschi, Michael J. Butler, Nelofar Kureshi, S. Longsetty, Depeng Jian, Alex Turgeon, Lauralyn McIntyre, George Kovács, D. Griesdale, Shelley McLeod, Michelle Klingel, Kristine Van Aarsen, Jeffrey Michael Franc, Michael Peddle, Arjun Gupta, Bryan J Wells, Elijah Dixon, Chad G. Ball, Lynne Moore, Krubaganesh Rajaram, Patrick Froese, Denise Torres, Kenneth Widom, Susan Baro, James Dove, Joseph Blansfield, Mohsen Shabahang, Shelly D. Timmons, Steven McFaull, Marianne Beaudin, Jeffrey Wild, Randall S. Friese, Peter Rhee, Gary Veercruysse, Bellal Joseph, Alice Wang, Helena Pelletier, Diana Calligan, Aysah Amath, Peter G. Brindley, Damian Paton-Gay, Jason Park, Adam Cheng, Angelo Mikrogianakis, Sonny Dhanani, Farhan Bhanji, Amina Lalani, Fayez Al-Harthi, Sanjay Mehta, Steven L. Wolf, Brett D. Arnoldo, Karen Kowalske, Herb A. Phelan, Shelley Woodford, Allison Chisholm, Richard Louis, Erik St. Pierre, I. J. Watson, Jay Mekwan, Glenn Verheul, David Lewis, Jefferson Hayre, Jacqueline Fraser, Mete Erdogan, Paul Atkinson, Ayman El‐Menyar, Rafael Consunji, Ahmad Zarour, Husham Abdulrahman, Ashok Parchani, Catherine-Edith Cyr, Caroline Arbour, Nadia Gosselin, Karine Marcotte, Antonia Johnson, Edward Passos, Draga Jichici, Andew Healey, R. Consunji, Ayman El Menyar, H. Shaltout, H. Abdi, H. Tarakieh, H Abdulrahman, Hassan Al Thani, Respicious Boniface, Lawrence Museru, Judith Marcoux, Mohammed Maleki, Sergio Canestrini, Mazin Tuma, Amanda McFarlan, Precilla Veigas, Caio Cesar Gabrielli Belmont, Philippe Dufresne, Paule Lessard Bonaventure, Nasira Lakha, Damon Ramsey, Andrew Nicol, Ríchard K. Spence, Pradeep H. Navsaria, Heather Wong, Rociio Martinez, Erin Shangguan, Jenn Asselstine, Fred Brenneman, Tarek Razek, Jeremy Grush, Mahvareh Ahghari, Russell D. MacDonald, Sameena Iqbal, Nancy Fong, Jeremy Grushka, Lyne St-Laurent, E. Eckert, Victoria Munthali, Christopher J. Doig, Jimmy Xiao, Sandro Rizoli, Pang N. Shek, Richard Grodecki, Henry T. Peng, Tushar Pishe, Joanna Middeton, Alyssa Penney, Cathie Hedges, Adam Dukelow, Paul Bradford, Donald H. Levy, Chip Doig, Sukhi Lally, Alma Rados, Anita Williams, Christine Vis, Ryan Perlman, Homer Tien, Jocelyn Keillor, Naisan Garraway, Tyler Smith, Morad Hameed, Dennis Filips, Melanie Bouclin, Ian Atkinson, Gloria Kim, Brant Putnam, Chris de Virgilio, J Maciel, Angela Neville, Fred Bongard, Scott Bricker, David Plurad, Jeffrey Odenbach, Rebecca Grokiert, Cathy Falconer, Craig Courchesne, Amanda S. Newton, Julien Clément, Lindy VanRiper, Heidi Wilkes, Abbeir Hussein, Eva Alisc, Claire Hoysted, Markus A. Landolt, Niccolò Parri, Mark Lytle, Rachel Stanley, Anupam B. Kharbanda, Franz A. Babl, Nancy Kassam‐Adams, Kim Fichter, Yvonne Harris, Desiree Nahachewsky, Tim Fleiszer, Douglas D. Fraser, Barbara Klassen, Yvonne Briereley, Jennifer McMillan, Scott Robinson, Dori Williams, Haytham Qosa, Neill K. J. Adhikari, François Lamontagne, Annabelle Cumyn, Karen E. A. Burns, Damon C. Scales, Mark Duffett, Blair Henry, Tanya L. Zakrison, Aynsley Young, David MacKinnon, Katie N. Dainty, Jodi Denbok, Alexander Blight, Alicia Bakker, Lee Barratt, Elizabeth Butorac, Karen Gaunt, J. Gawaziuk, Stephanie Lim, Dan Château, Sazzadul Khan, Malcolm Doupe, Jitender Sareen, Mypinder Sekhon, Nadine Schuurman, Peter Dodek, Najib Ayas, Erik Vu, Donald Griesdale, Sayed Hassan, A Moreno Pérez, Jane Topolovec‐Vranic, Leo Dante Da Costa, Andrew R. Baker, Kish Lyster, AbdulMohsin Baabsail, Najma Ahmed, Ori D. Rotstein, Zu‐Hua Gao, Minh Duong, Dominique Shum‐Tim, Emanuelle Abreu, Jamie Appel, Carla Jorge Machado, Mário Pastore Neto, Joao Godinho, Athos Bernardes, Nicholas Fry, M. Bleszynski, Andrzej K. Buczkowski, Robert G. Martindale, David C. Evans, Shannon A. Fraser, Mary Stephens, Lisa Marie Knowlton, Dena Almansorri, Vincent Muoki Mutiso, Abdullah Saleh, Harvey G. Hawes, Jessica Hogan, Julie Kromm, Matthew Rg Menon, Matt Benns
Bibliographic record
VenueCanadian Journal of Surgery · 2015
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsCanadian Centre for Policy AlternativesJewish General HospitalSimon Fraser UniversityManitoba HealthDepartment of National DefenceRoyal College of Physicians and Surgeons of CanadaHôtel-Dieu Grace HealthcareProcess Research Ortech (Canada)Hamilton General HospitalHôpital du Sacré-Cœur de MontréalSaint Mary's UniversityPublic Health Agency of CanadaCentre hospitalier de l'Université LavalUniversity of Alberta HospitalAlberta Hospital EdmontonHôpital de l'Enfant-JésusSpinal Cord Injury AlbertaAlberta Children's HospitalMount Sinai HospitalHamilton Health SciencesLondon Health Sciences CentreThe Quebec Population Health Research NetworkOracle (Canada)National Research Council CanadaSaint John Regional HospitalVale (Canada)University of WindsorUniversity of ReginaUniversity of TorontoQuest University CanadaUniversity of AlbertaVancouver General HospitalQueen Elizabeth II Health Sciences CentreSt. Michael's HospitalUniversity of British ColumbiaChildren's Hospital of Eastern OntarioOttawa HospitalDefence Research and Development CanadaUniversité de MontréalInstitut National d'Excellence en Santé et en Services SociauxMiddlesex London Health UnitHospital for Sick ChildrenUniversity of King's CollegeCentre hospitalier universitaire de QuébecUniversité de SherbrookeWestern UniversityVancouver Coastal HealthCapital District Health AuthorityMcGill UniversityUniversity of OttawaDalhousie UniversityArthritis Research Centre of CanadaIzaak Walton Killam Health CentreCentre Hospitalier Universitaire Sainte-JustineMcMaster UniversityChild, Adolescent and Family Mental HealthQueen's UniversityAlberta Health ServicesHealth Sciences CentreMontreal General HospitalUniversity of ManitobaUniversité LavalSpinal Cord Injury BCCalgary Laboratory ServicesUniversity of CalgaryUniversité du QuébecMcMaster Children's HospitalTaylor College and SeminaryMcGill University Health CentreBC Children's HospitalAlberta HealthHEC MontréalSunnybrook Health Science CentreProvincial Health Services AuthorityFoothills Medical CentreStollery Children's Hospital
Fundersnot available
KeywordsMedicineBluntPublic healthFamily medicineRetrospective cohort studyEmergency medicineGerontologyMedical emergencySurgeryNursing
Abstract
# Outcomes and opportunities for improvement in self-inflicted blunt and penetrating trauma {#article-title-2} Self-inflicted trauma (SIT) is a public health issue ranking 4th as leading cause of death and disability in young adults. Retrospective descriptive analysis of patients admitted to a
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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)0.001
metaresearch head score (Gemma)0.002
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 score0.217
Threshold uncertainty score0.453
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.135 | 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 head0.034
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
Citations1
Published2015
Admission routes3
Has abstractyes