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Canadian Spine Society Abstracts : 18th Annual Scientific Conference The Fairmont Banff Springs Banff, Alberta, Feb. 28–Mar. 3, 2018
Douglas L. Hill, Lou E., S Southon, Kenneth D. Shearer, Hasan Zuhudi Abdullah, A Catherine, Dick Urban, Laura Rivera, Fábio Ferri-de-Barros, Mary Brindle, Alejandro Peiró‐García, Alisson Roberto Teles, David Parsons, Jennifer A. Dermott, Reinhard Zeller, Mohammad Alanazi, Éric Parent, Elizabeth Dennett, Min Yang, K Almansoori, Peter Lewkonia, Wilco Jacobs, Fox S, Benjamin Jacobs, du Plessis S, D Yavin, Ronald Lee, Hsu J, Eleni Frangou, Diana Warren, Robert Ravinsky, Colby Oitment, Shirley Lewis, Sofia Magana, Gerrit A. Stuivenberg, C. Nielsen, Samuel Stranzas, Lisa Holmes, M. Akula, Firoz Miyanji, Luigi Aurelio Nasto, Paul D. Sponseller, Tracey P. Bastrom, Shailee Shah, Amer F. Samdani, Michelle C. Marks, Burt Yaszay, Unni Narayanan, Paul E. Newton, É Bourassa-Moreau, Jean‐Marc Mac‐Thiong, Timothy Hresko, Stefan Parent, Dan Sucato, Lawrence G. Lenke, H Labelle, Nick Pasic, Parham Rasoulinejad, Charles P. Bailey, A. F., Li S, Larry R. Churchill, Per Kent Pedersen, Fred Xavier, Claudio Vergari, Ann Tran, Albert Jaeger, Pierre Laboudie, Wafa Skali, Søren Peter Eiskjær, Raphaël Vialle, Geri Brown, Madalene A. Earp, Jonathan Bourget-Murray, Eva Habib, Andrew Simmonds, Kwok‐Fai So, Rui Yao, Hong Zhou, Arsalan Sepehri, B Kwon, J. Street, Ralph T. Schär, Shoichi Haimoto, Y. Nishimura, Masahito Hara, Toshihiko Wakabayashi, Howard J. Ginsberg, Hussam Jabri, Stephen Kingwell, Mohamed A. Bedaiwy, Mohammed Al-Sawat, Abdulkarim AlRabie, Yeye AlQathani, Shobihus Surur, Philippe Phan, E Tsai, Safraz Mohammed, Mohamad Hoda, Darren M. Roffey, Wai E, Amedeo Falsetto, Alexandra Stratton, Min Xu, M. Goytan, Kulkarni, Kunal Bhanot, Anne Yee, Greg McIntosh, Hyo Hyun Ahn, Jérémie Larouche, J. C. Nevin, Oliver G. S. Ayling, Charles G. Fisher, Michael C. Bond, Tamir Ailon, D v I N, Michael Craig, Michael D. Staudt, Raja Rampersaud, Andrew Glennie, Ken Thomas, R Charest-Morin, Edward Abraham, Sean Christie, J. S. Urquhart, Neil Manson, Hamilton Hall, Eric W. Crawford, Nathalie Jetté, Samuel Wiebe, Thomas E. Feasby, Ronald E. Hurlbert, Andrew Nataraj, Garnette R. Sutherland, Perry Dhaliwal, Steve Casha, Norah-Faye Matthies, S Keshen, Frederick E. Webster, Anthony V. Perruccio, Gary Rosenberg, Tan Zhi-yuan, Bishop P, Jeffrey Quon, Brian Arthur, M Nadeau, Marcel F. Dvorak, Scott Paquette, V Nanda Kumar K, Michael G. Johnson, Thomas H. Carter, David Eastwood, Richard Paixao, Erin Bigney, Kate Ellis, Evan S. Richardson, Fan Jiang, Mayilée Cañizares, Michael H. Weber, Eryck Moskven, Y. Raja Rampersaud, Krishnaswamy Sundararajan, R. K. Gandhi, John Davey, Sara Khalid, Christian Veillette, N.N. Mahomed, Dean A. Tripp, Amer Sebaaly, Z Wang, Francis Abed Rabbo, Ghassan Boubez, Daniel Shédid, Shreya Srinivas, R Morin, H.G. Britton, M C Boyd, Anick Nater, Jetan H. Badhiwala, Johnny C. Hong, So Kato, Mark T. Anderson, Dennis W. Choi, Michael G. Fehlings, Anne L. Versteeg, Arjun Sahgal, Péter Varga, Dan Sciubba, James M. Schuster, Michelle J. Clarke, Laurence D. Rhines, Stefano Boriani, Chetan Bettegowda, P Arnold, Ziya L. Gokaslan, Lindsay Tetreault, Branko Kopjar, Mark B. Dekutoski, Joel Finkelstein, Peter S. Rose, Alexander R. Vaccaro, Karl‐Philippe Guérard, Walead Ebrahimizadeh, Fadi Brimo, J Lapointe, Marlou L. Dirks, Shreyaskumar Patel, Alessandro Luzzati, Richard Williams, N. Quraishi, Niccole Germscheid, Elie Akoury, Bardia Barimani, P Ahangar, Laila Haglund, Derek H. Rosenzweig, F Nares, Alex Soroceanu, Yahya Alqahtani, Mohammad Alswat, Antony Bateman, Charles M. Goldstein, Theodore J. Choma, Bruce B. Lawrence, Joseph Cheng, Fred Nicholls, Cho R, Ganesh Swamy, Zenon Zirko, David A. Williams, Jeff D. Golan, Carlo Santaguida, Peter Jarzem, Jean Ouellet, Amy Zeglinski-Spinney, Wai D, Duncan Cushnie, Christian Iorio‐Morin, CSORN Investigators, Jock Murray, J. Denise Power, Peter C. Coyte, Ivan Steenstra, Chi‐Hua Chen, Sheilah Hogg‐Johnson, B Amick, Teresa D’Elia, Amy Tice, Helen M. Kent, Duy Tran, C Jo, Brandon Ramo, Min Zhu, Robert A. Howard, Jefferson R. Wilson, Farshad Nassiri, Christopher D. Witiw, M. Taufikurahman Akbar, Ali Mansouri, Saleh A. Almenawer, ParkerE Bohm, John Arnold, Ryu W, C Steven, Aria Nouri, Alejandra San Martín, D Gimbel, Rani Nasser, H Reihani-Kermani, Z. Merali, Daipayan Guha, Raphael Jakubovic, Yang Yang, Farhad Farhadi, Christopher I. Shaffrey, Ahmad Nassr, Praveen V. Mummaneni, K. Daniel Riew, Darrel S. Brodke, Alan S. Hilibrand, James S. Harrop, Seong Min Yoon, Kyung‐Hee Kim, Daryl R. Fourney, S H E E S C H E N, H Zhang, D. R. Wilson, Thomas R. Oxland, Maryse Fortin, Norbert Wilk, O Dobrescu, Patricia Martel, Julie Goulet, Laureen D. Hachem, Andrea J. Mothe, Charles H. Tator, Leitch Ritchie, Lise Belanger, Blessing N. R. Jaja, Barry White, James S. Chisholm, Claudia Rivers, Andréane Richard‐Denis, Clem W. Thompson, Qi’ao Zhang, Nader Fallah, Noonan, Tova Plashkes, Jérôme Paquet, Babak Sharifi, Zehra Waheed, William Oxner, Sarah Barry, J Alant, T Chen, A Dakson, Arjun Saghal, Rakan Bokhari, You E, Oliver Lasry, Giorgio Maria Baldini, Najmedden Attabib, Colleen O’Connell, Dilnur Kurban, Karen Ethans, Heather Flett, Julio C. Furlan, Alan Carson, Ali Moghaddamjou, Zaneen Jiwani, Naif M. Alotaibi, Nathaniel Stone, P Missiuna, Mina Tohidi, Thomas Lung, Yen D, Bradley Jacbos, Markus Schomacher, David W. Cadotte, Stephen Kingswell, J. Bouchard, Timothy Lasswell, Duane S. Cronin, J. Medley, John C. Callaghan, Catriona McKinnon, Sandeep Singh, Jan Splawinski, Francine W. Quadros, Christina Wong, Giuseppe Barbagallo, Abbas Al Mutair, Asdrúbal Falavigna, Husam Almajed, A Aoude, Abdulaziz Alhajery, Kyle Raasck, Houssam Bouloussa, Nilesh Pareek, N Aljezani, Brian Lenehan, Roman Krawetz, Frank Lyons, Neil J. Cornish, R Jason-Rousseau, Debashis Chatterjee, W. C. Hayes, Qais Naziri, Hiroyuki Yoshihara, Surendra Vikrama Śāha, Khaled Ahmed Fawaz, Rune Hedlund, J Franke, Gene LeSage, Luis A Galovich, P Chatellier, Gunter Raderschadt, Hardy-St. Pierre G
Bibliographic record
VenueCanadian Journal of Surgery · 2018
Typearticle
Languageen
FieldMedicine
TopicBone and Joint Diseases
Canadian institutionsVernon Jubilee HospitalUniversity of WaterlooPraxis Spinal Cord InstituteConcordia UniversityUniversity of SaskatchewanSt. Michael's HospitalToronto Metropolitan UniversityMcMaster UniversityQueen's UniversitySunnybrook Health Science CentreUniversité LavalMcGill University Health CentreMcGill UniversityDalhousie UniversityUniversity of OttawaUniversity of ManitobaUniversity of AlbertaUniversity Health NetworkOttawa HospitalUniversité de SherbrookeHospital for Sick ChildrenWestern UniversityUniversity of TorontoAlberta Children's HospitalUniversity of CalgaryUniversité de MontréalToronto Western HospitalUniversity of British ColumbiaSaint John Regional HospitalMontreal General HospitalAlberta Health Services
Fundersnot available
KeywordsMedicineSPINE (molecular biology)Library scienceBioinformatics
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)0.003
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 score0.489
Threshold uncertainty score0.971
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.265 | 0.069 |
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 head0.030
GPT teacher head0.235
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".
Quick stats
Citations0
Published2018
Admission routes3
Has abstractno