Viscosupplementation in Knee Osteoarthritis: Evidence Revisited
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
The body of evidence surrounding the use of viscosupplementation in knee osteoarthritis is extensive and fraught with heterogeneous trials with conflicting conclusions. Attempts to aggregate the evidence through systematic reviews, meta-analyses, and guidelines have also resulted in unclear, discordant recommendations. Closer examination reveals that the evidence around viscosupplementation favors clinically important reductions in pain among higher-molecular-weight and cross-linked formulations and is a safe option in patients with knee osteoarthritis. Further large trials assessing the use of viscosupplementation across various formulations in knee osteoarthritis may confirm subgroup findings from meta-analyses; however, immediate focus on improved knowledge translation is required to ensure evidence-based approaches to the treatment of knee osteoarthritis.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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