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Additional file 8 of Observed efficacy and clinically important improvements in participants with osteoarthritis treated with subcutaneous tanezumab: results from a 56-week randomized NSAID-controlled study

2022· other· en· W6977023900 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueFigshare · 2022
Typeother
Languageen
FieldPsychology
TopicEgo Development and Educational Practices
Canadian institutionsnot available
Fundersnot available
KeywordsOsteoarthritisWOMACLogistic regressionRandomized controlled trialPatient satisfactionItem bank

Abstract

fetched live from OpenAlex

Additional file 8: Supplementary Fig. 1. The proportion of participants with a clinically important improvement. Panel A shows the proportion of participants achieving MCII at Weeks 16 and 56. MCII was defined as improvements from baseline in average pain in the index joint of ≥1.99 (knee) or ≥ 1.53 (hip), in WOMAC Physical Function of ≥ 0.91 (knee) or ≥ 0.79 (hip), and in PGA-OA of ≥ 1 point/category. Panel B shows the proportion of participants achieving a sustained MCII response from Weeks 4 through 16. Panel C shows the proportion of participants achieving PASS at Weeks 16 and 56. PASS was defined as an average pain score in the index joint of ≤ 3.23 (knee) or ≤ 3.50 (hip), a WOMAC Physical Function score of ≤ 3.10 (knee) or ≤ 3.44 (hip), and a PGA-OA score of “good” or “very good”. Panel D shows the proportion of participants achieving a sustained PASS response from Weeks 4 through 16. Proportions shown above each bar are rounded to the nearest percent. The proportions of participants meeting specified response criteria were analyzed using logistic regression analyses. *Unadjusted p ≤ 0.05 versus NSAID. MCII Minimum Clinically Important Improvement, PASS Patient Acceptable Symptom State, PGA-OA Patient’s Global Assessment of osteoarthritis, WOMAC Western Ontario and McMaster Universities Osteoarthritis Index.

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.

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)0.000
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.993
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.9930.000

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 head0.059
GPT teacher head0.312
Teacher spread0.253 · 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