Adult Patients' Postoperative Pain Descriptions and Responses to the Short-Form McGill Pain Questionnaire
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 study examined the clinical usefulness of the Short-Form McGill Pain Questionnaire (SF-MPQ). Thirty postoperative patients were asked to describe their postoperative pain and were then administered the SF-MPQ. Eighteen (60%) used exact SF-MPQ sensory or affective words or synonyms to describe their postoperative pain during the interview. These results provide further evidence of the clinical relevance of the SF-MPQ sensory and affective scales. Pain descriptions by patients that go beyond pain intensity descriptions may communicate more precise information about the pain and lead to more effective pain interventions. Patients with difficulty describing their pain might be assisted by using the SF-MPQ.
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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 | 0.015 | 0.055 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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