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Combined Spine Conference of the Canadian Spine Society New Zealand Orthopaedic Spine Society, Spine Society of Australia: Fairmont Château Lake Louise, Lake, Louise, Alberta, Tuesday, Feb. 25 to Saturday, Mar. 1, 2014
van West H, Jean‐Marc Mac‐Thiong, H Labelle, DE Moulin, Isabelle Turgeon, Marjolaine Roy‐Beaudry, Nicole A. Bourassa, Yvan Petit, Stefan Parent, Bruce Hodgson, Éric Parent, Sean Chabot, Lindsey Westover, Douglas L. Hill, Marc Moreau, Douglas Hedden, Lou E., Samer Adeeb, S. Samuel, Michelle Smith, Carrie Bridge, Hsu B, Randolph Gray, Catherine E. Ferland, Neil Saran, Lyn Stone, Jean Ouellet, Alex Soroceanu, Themi S. Protopsaltis, Jamie S. Terran, Nicolas Bronsard, J. Smith, Eric O. Klineberg, G. Mundis, Richard A. Hostin, R.T. Hart, Christopher I. Shaffrey, Shay Bess, Christopher P. Ames, Frank Schwab, Lafage., Thomas J. Errico, Douglas C. Burton, Hyeyoung Kim, Irena Radovanovic, J. S. Urquhart, Gananapathy, Fawaz Siddiqi, Kevin R. Gurr, Charles P. Bailey, Rohit Amritanand, Bina Ravi, Kenny S. David, Y. Raja Rampersaud, Mohammed F. Shamji, Yuhai Tu, M. J. Salter, K. Haugo, Helen Nichol, Daryl R. Fourney, Marcia K. Kelly, Gregory M. Malham, R. Parker, N Ellis, C Blecher, Fiona Y. Chow, M. Claydon, Peter Jarzem, Zianudin Sardar, David Alexander, William Oxner, du Plessis S, Anne Yee, Eugene K. Wai, Shirley Lewis, John Davey, R. K. Gandhi, N.N. Mahomed, Christy Tomkins‐Lane, Hu R, Kenneth Thomas, Charles D. Hepler, Kwang Ho Choi, K. Rowed, Andrew J. Haig, Neil Manson, Ki Crystal Lam, Kevin Seex, Anthony V. Perruccio, UHN Arthritis Program., Ben Goss, Zita Ballok, P. Chan, D R Varma, King, Anne Swart, Mark J. Winder, Christina L. Goldstein, Péter Varga, Ziya L. Gokaslan, Stefano Boriani, Alessandro Luzzati, Laurence D. Rhines, Charles G. Fisher, David W. Chou, R. Williams, Mark B. Dekutoski, N. Quraishi, Chetan Bettegowda, Norio Kawahara, M. Fehlings., Anne L. Versteeg, Jeremy Reynolds, Juan J. Zamorano, Anick Nater, Lynn Tetrault, Branko Kopjar, Alexander R. Vaccaro, P Arnold, James M. Schuster, Joel Finkelstein, Eugene Wong, Cari Whyne, D Singh, Milt Ford, W. Aldebeyan, Thomas Steffen, L. Beckman, Michael H. Weber, Sean Christie, B Kwon, Hyo Hyun Ahn, Dany H. Gagnon, E Tsai, D. Tsui, J Chen, Marcel F. Dvorak, Noonan, Claudia Rivers, Alpesh Patel, Juliet Batke, Brian Lenehan, John Street, C. Pinkoski, Fox Richard, Andrew Nataraj, Niti Duggal, Ronald E. Hurlbert, A Townson, Najmedden Attabib, Brian Drew, Jérôme Paquet, Michael G. Johnson, Timothy Shen, Nader Fallah, Padina Pezeshki, Sean M. Davidson, Catherine McCann, Margarete K. Akens, Kimmarie A Murphy, M.D. Sherar, Fadwa J. Altaf, Lise Belanger, J Ronco, Nicolas Dea, Scott Paquette, M C Boyd, Peter J. Wilde, Antonio Ferreruela Gonzalvo, Gregory Fitt, Susan Liew, de la Harpe D, Paul Turner, Mark H. Rogers, Andrew Bidos, Caroline Fanti, Bradley W. Young, David Puskas, Carolyn J. Sparrey, Tam H, S. Manansala, Nosov, Mona Lisa Delva, Lindsay Tetreault, Ns Alshafai, Ge Tan, A Ibrahim, Krishnaswamy Sundararajan, S. Eng, Andrew Jack, Godefroy Hardy St-Pierre, R.E. Johnstone, Patricia Rosas-Arellano, C. Tallon, S Bailey, Adelaide Fernandes, P. Rosa-Arellano, Andrew Morokoff, L. Milili, A Green, M. McKeon, Ed Abraham, Lynne M. Z. Lafave, John Parnell, John I. Rempel, Stephanie Moriartey, Y Andreas, Philip L. Wilson, Ray H, Philippe Phan, Avraam Ploumis, Karl Hess, K. Wood, Nathan Evaniew, Blake Yarascavitch, Kylie Madden, Michelle Ghert, M. Bhandari, Daniel Kwok, Jeanne M. Manson, Alastair T. Hadlow, Tso P, K. Walker, Peter C. Coyte, Marie‐Lyne Nault, J deGuise, Jérémie Larouche, Timothy Leroux, Robert Broad, Hamilton Hall, T. A. Carey, Wadey., Taylor Dear, Mohammadi Hashem, Chelsea S. Wilgenbusch, S. Goldstein, Andrew Bodrogi, M. Lipkus, S Keshen, Christian Veillette, David W. Adams, Natasha Briggs, Lau J, R. Magtoto, K. Wayne Marshall, Eric M. Massicotte, Darrell Ogilvie‐Harris, Adriana Sarro, K. Aziz, Nagi Sidi Mohamed, Robert G. Johnson, Sixto Sánchez Perera, A Taha, Duncan Cushnie, Sivakumar Sridharan, Cho R, Ganesh Swamy, Carolyn Power, S Henari, Chris E. Gregg, Greg McIntosh, C. Hoffman., P Missiuna, A. Karachi, Theresa Pazionis, O. AlShaya, Jock Murray, Evie Huang, S. Suttor, T Goyal, D. Timothy J. Littlewood, I Bains, Jean François Bouchard, Benjamin Jacobs, Steven Passmore, Pelleck, Yasmine Amad, E Ramos, Cheryl M. Glazebrook
Bibliographic record
VenueCanadian Journal of Surgery · 2014
Typearticle
Languageen
FieldMedicine
TopicSpine and Intervertebral Disc Pathology
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSPINE (molecular biology)Bioinformatics
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)0.001
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 score0.249
Threshold uncertainty score0.833
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) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.249 | 0.052 |
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 head0.038
GPT teacher head0.260
Teacher spread0.222 · 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
Published2014
Admission routes2
Has abstractno