Identifying clinically relevant subgroups of patients with knee pain flares for ibuprofen treatment: a secondary analysis
Bibliographic record
Abstract
OBJECTIVE: We aimed to evaluate whether subgroups with more severe inflammatory symptoms during a knee pain flare benefited more from a high dose ibuprofen treatment than subgroups with less severe inflammatory symptoms. METHODS: This secondary analysis included adults with ≥ 1 flares of knee pain in the last year, who experienced a new episode within 24 h and randomized into two treatment groups of daily ibuprofen 1200 mg or 2400 mg for 5 days. A multilevel regression analysis was used to assess interaction effects between intervention groups and pre-defined subgroups, based on osteoarthritis related symptoms (severity of morning stiffness, swelling, and pain). The primary outcome was the difference in treatment effect between subgroups on pain severity (0-10 on the numeric rating scale (NRS)) after 5 days. Differences in treatment effect between subgroups after 3 days (NRS) and 5 days (Western Ontario and McMaster Universities Osteoarthritis (WOMAC) scale) were secondary outcomes. RESULTS: Participants (N = 308) had a mean age of 52.4 ± 12.9 (SD) years with 41% female subjects. No significant interaction was found between the pre-defined subgroups and intervention groups on pain severity after day 5 (all p-values ≥ 0.28) or on the secondary outcomes (all p-values ≥ 0.38). Given the potential lack of power, the absolute and adjusted mean differences between treatment arms were compared for each subgroup; none of the differences reached clinical significance. CONCLUSION: Between subgroups with more and less severe inflammatory symptoms during knee pain flares, no significant nor clinical benefit was found from a higher dose of ibuprofen compared to a lower dose. Keypoints • Despite the overall superiority of the higher dose, patients with severe inflammatory knee symptoms do not benefit more from an anti-inflammatory dose of ibuprofen than patients with less severe symptoms. • A higher dose of ibuprofen is not indicated for patients with severe inflammatory knee symptoms. • Given the heterogeneity among patients with knee osteoarthritis, potential subgroups should be explored in future research.
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How this classification was reachedexpand
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".