Does prior local corticosteroid injection prejudice the outcome of subsequent carpal tunnel decompression?
Bibliographic record
Abstract
UNLABELLED: It has been suggested that treatment of carpal tunnel syndrome by local corticosteroid injection may prejudice the outcome of subsequent surgery. We identified patients who had proceeded directly to carpal tunnel surgery and patients who had initially been treated with one or more injections and then subsequently underwent carpal tunnel surgery on the same hand. Outcomes of surgery were evaluated using pre- and post-operative Boston carpal tunnel syndrome scales and an ordinal scale for overall satisfaction. Multivariate models were created to study the effect of pre-operation injection on the surgical outcome while controlling for demographic and clinical variables. A total of 942 patients were included; 85% of the direct group and 84% of the prior-injection group reported themselves either completely cured or much improved after surgery. Post-operative symptom severity and functional status scores showed no significant difference between the direct-to-surgery and prior-injection groups. Prior local steroid injection does not prejudice the outcome of surgery. LEVEL OF EVIDENCE: IV.
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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 | 0.003 | 0.025 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".