A systematic review identifying outcomes and outcome measures in Dupuytren’s disease research
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.
Bibliographic record
Abstract
This systematic review summarizes the outcome reporting standards in Dupuytren's disease treatment research. A search of Ovid Medline, Ovid Embase, and CINAHL was conducted. Randomized controlled trials, cohort studies, and case series published between 1997 and 2017, investigating treatment of Dupuytren's disease with fasciectomy, fasciotomy, or collagenase, were eligible for inclusion. Range of motion was the most commonly reported outcome, appearing in 77% of included studies. Outcomes, such as range of motion, recurrence, and clinical success, were frequently defined, however many different definitions were used. We identified 37 unique measurement methods for range of motion, 28 for recurrence, and 25 for clinical success. Most outcomes were assessed at multiple time points, and only a few studies reported results according to established clinical significance thresholds. Development of a core outcome set will help standardize outcome reporting, and ensure future research in this field is relevant, interpretable, and amenable to systematic review and/or meta-analysis.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.008 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it