Endoscopic Bursal Resection: The Olecranon Bursa and Prepatellar Bursa
Bibliographic record
Abstract
We treated 31 cases of olecranon bursitis and 19 cases of prepatellar bursitis. The average duration of symptoms before surgery was 1.1 years with a range of 3 months to 4 years. All patients had had preoperative aspiration and injection of cortisone. Patients underwent an arthroscopic bursal resection, removing all the bursal sack that could be seen. The results indicated that 86% of patients after olecranon bursectomy had no pain whatsoever. In the patients with prepatellar bursitis, 66% had no pain whatsoever, but we did note some residual tenderness in 24% of the patients, and 10% had pain on kneeling. There were 2 recurrences; 1 patient had rheumatoid arthritis and 1 repetitive daily trauma to the knee. There were no significant complications.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".