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Record W4387272198 · doi:10.2139/ssrn.4580987

Consensus on the Definitions and Descriptions of the Domains of the Omeract Core Outcome Set for Shared Decision Making Interventions in Rheumatology Trials

2023· preprint· en· W4387272198 on OpenAlexaff
Simon Décary, Maarten de Wit, Florian Naye, Jennifer L. Barton, Liana Fraenkel, Linda Li, Peter Brooks, Dawn Stacey, Lara Maxwell, Willemina Campbell, C. Richard Hofstetter, Marieke Voshaar, Alexa Meara, Robin Christiansen, Annelies Boonen, María E. Suarez‐Almazor, Tanya Meade, Lyn March, Janet Jull, Rieke Alten, Esi M. Morgan, Glen Hazlewood, Claire Barber, Françis Guillemin, Yasser El Miedany, Shikha Mittoo, Tiffany Westrich Robertson, Susan J. Bartlett, Jasvinder A. Singh, Melissa L. Mannion, Samah Ismail Nasef, Anne Boel, Adewale Adebajo, Laurent Arnaud, Tiffany K. Gill, Ellen Moholt, Jennifer Burt, Ihsane Hmamouchi, Dorthe B. Berthelsen, Francisco J. Blanco, Kate Mather, Ajesh B. Maharaj, Saurab Sharma, Francesco Caso, Dorcas Beaton, Beverly Shea, Christopher Fong, Anthony P. Fernandez, Sarah Mackie, Elena Nikiphorou, C Allyson Jones, Regina Greer-Smith, Victor S. Sloan, Akpabio Akpabio, Vibeke Strand, Rebecca Rachael Lee, Valerie Umaefulam, Sara Monti, Nouran Abaza, Grayson Schultz, Simon Stones, Laure Gossec, Sabrina Mai Nielsen, Sabrina Cavallo, Hemalatha Srinivasalu, Deb Constien, Peter Tugwell, Karine Toupin‐April

Bibliographic record

VenueSSRN Electronic Journal · 2023
Typepreprint
Languageen
FieldSocial Sciences
TopicDelphi Technique in Research
Canadian institutionsUniversité de MontréalUniversity of AlbertaMcGill UniversityUniversity of CalgaryToronto Western HospitalCentre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-MontréalUniversity of TorontoUniversity of OttawaUniversity of British ColumbiaQueen's UniversityUniversité de Sherbrooke
Fundersnot available
KeywordsPsychological interventionOutcome (game theory)Core (optical fiber)Set (abstract data type)RheumatologyMedicineInternal medicineAlternative medicineComputer scienceNursingPathology

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.023
metaresearch head score (Gemma)0.024
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.045
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0230.024
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.003
Insufficient payload (model declined to judge)0.0000.000

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 head0.636
GPT teacher head0.551
Teacher spread0.085 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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
Published2023
Admission routes1
Has abstractno

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