Record W3133629503

Canadian Spine Society abstracts : Eleventh Annual Scientific Conference: Wednesday, Mar. 9 to Saturday, Mar. 12, 2011

2011· article· en· W3133629503 on OpenAlexvenueaboutno aff

M Zarrabian, M Johnson, M. Goytan, Rob Pryce, Dean Kriellaars, Y. Raja Rampersaud, Neil Manson, E Abraham, O Persaud, Midori Y. Mckeon, Crispin Fisher, Gordon McIntosh, H. G. HALL, T Carter, Angelina Fernandes, Julia Alleyne, Bart J. Harvey, James Meuser, Lisa McLaughlin, M Ramonas, Caroline L. C. Goldsmith, Beth Dunlop, Lynne Fenerty, Sean Christie, Mary Lynch, Tso P, Kay Walker, B Eagen, Steff Lewis, Rajiv Gandhi, Robert Davey, Nizar N. Mahomed, Peter C. Coyte, Kim J, Jie Dong, Stacey Brener, Ronald Lee, Padina Pezeshki, M Akens, Woo J, Won E, Nitu Godara, Kirtee Shah, Cari Whyne, Anne Yee, Peter Jarzem, Robert Pflugmacher, James R. Berenson, J Zonder, J. R. TILLMAN, Tariq Ashraf, F Vrionis, A. S. BARNES, Rose Lewis, Noonan, Alex Mota dos Santos, D. Atkins, Ajai R Singh, Anthony S. Burns, Lesley Soril, Michael G. Fehlings, Bo Sun, Jian Zhang, S Donald, Any Cheung, Andrea Townson, Rhonda Willms, Lise Bélanger, J Batke, Jane Street, B Kwon, Marcel F. Dvorak, Jo Gurling, Angela Farry, D. Baxter, S Elliot, Allan Aludino, H Zhang, Peter Lewkonia, Christian P. DiPaola, Rob Schouten, Ori Keynan, George Paton, Daryl R. Fourney, M Nadeau, Stewart McLachlin, S Bailey, K Gurr, Christina M. Bailey, Chelsea A. S. Dunning, Scott Paquette, Mark Boyd, L Cartar, J Meisner, Camille E. Short, D. Marsh, Alex Soroceanu, Najmedden Attabib, Branko Kopjar, Alexander R. Vaccaro, P Arnold, Ziya L. Gokaslan, James M. Schuster, Mark B. Dekutoski, Joel Finkelstein, Laurence D. Rhines, Charles M. Goldstein, Brad Petrisor, Barbara J. Drew, Mohit Bhandari, William Oxner, D Alexander, David Shakespeare, Stefan S. du Plessis, R Jalal, Éva Vásárhelyi, Zakia Wali, Yen D, Wai E, A Bakkai, Ian Miles, J Reinglas, Darren M. Roffey, Kim McGuire, Andrew Ching, William A. Abdu, Seong Min Yoon, Eric M. Massicotte, Darrel S. Brodke, Christopher I. Shaffrey, Eric Woodard, R Banco, Jan Chapman, Markus Janssen, Roseanne Michele Sasso, Christopher M. Bono, A. Moreau, Alexander Franco, Marie‐Yvonne Akoume, P Rompré, M Roy-Gagnon, K. M. Bagnall, B. Poitras, H Labelle, Christopher J. Rivard, G Grimard, Sylvie Parent, Jean Ouellet, Qu Yuan, Niʿmat Allāh Abū Karam, Mortaza Taheri, S Bouhanik, Phong Phan, Neila Mezghani, De Guise J, Linda McCargar, Doug Hill, S Southon, Ephraim E. Parent, Debra Gordon Hedden, Judith Ann Mahood, Michael C. Moreau, Samuel M Downs, Terry Dubetz, Kate Smith, S Coupal, Jochen Küpper, Jessica Howard, Jeanette Harder, E. JOUGHIN, J Ronsky, Firoz Miyanji, Gerard P. Slobogean, Amer F. Samdani, Robert Betz, C Reilly, Bronwyn Slobogean, Paul E. Newton, Rekha Rani Varghese, Ghassan Boubez, B. Fortin, D Dusseault, Z Wang, M Nikolakis, Heather M. Poushay, A Robicheau, C Wheeler-O’Neil, Harsha Malempati, Kathleen Rice, Frederick E. Webster, C. Gaudelli, K Thomas, Michèle Lamont, Sharon Comstock, R Mobasheri, Eleni Frangou, Jacob Tynan, Lissa Peeling, L Hnenny, David W. Cadotte, Patrick W. Stroman, R.H. Bosma, David J. Mikulis, James M. Norton, T Cossetto, du Plessis S, G Sutherland, C Fawaz, Sumitra Mahajan, R. L. Bartels, Helton Luíz Aparecido Defino, Giuseppe Barbagallo, Qifeng Zhou, Mehmet Zileli, Guosheng Tan, Olívia C. Moraes, Shashank Sharad Kale, C. Bolger, Michelle Coleman Alvarado, Massimo Scerrati, Nisha Jha, Ka Kit Tung, Parham Rasoulinejad, Alok C. Gupta, James L. Reed, Brad Kilb, Bart Frizzell, Joseph Emmanuel Amuah, Ron El‐Hawary, Peter Sturm, Paul Cahill, Michael G. Vitale, Peter G. Gabos, Noor‐Anisa Bodin, Charles dʼAmato, Colleen Harris, Joseph A. Smith, K Cowan, Norma Ramirez, Jeremy Flynn, St. Hilare T, Lou E., Javier Raso, Jean-Paul Couture, F Cabana, S Petis, M Kowalczuk

Bibliographic record

VenueCanadian Journal of Surgery · 2011

Typearticle

Languageen

FieldMedicine

TopicSpine and Intervertebral Disc Pathology

Canadian institutionsnot available

Fundersnot available

KeywordsEleventhMedicineLibrary scienceFamily medicine

DOInot available

Abstract

fetched live from OpenAlex

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 imitation

Not 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 categoriesInsufficient payload (model declined to judge)

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 score0.726

Threshold uncertainty score0.950

Distilled classifier scores by category (both heads)

Category	Codex	Gemma
Metaresearch	0.001	0.002
Meta-epidemiology (narrow)	0.002	0.000
Meta-epidemiology (broad)	0.001	0.001
Bibliometrics	0.003	0.002
Science and technology studies	0.005	0.001
Scholarly communication	0.004	0.001
Open science	0.001	0.001
Research integrity	0.003	0.002
Insufficient payload (model declined to judge)	0.334	0.100

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 head0.070

GPT teacher head0.264

Teacher spread0.195 · how far apart the two teachers sit on this one work

Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it