Is There Adequate Information on Operation Notes? the Application of the Royal College of Surgeons of England Guidelines
Bibliographic record
Abstract
An audit was performed to review the compliance and applicability of the Royal College of Surgeons of England (RCSEng) guidelines for operation notes in a regional plastic surgery department. 137 operation notes were initially audited revealing a variable quality when compared to the guidelines. An aide-memoire (Figure 1) was used to detail each of the ten guidelines and allowed the surgeon to record if any of the guidelines were not applicable. 151 operation notes were subsequently reviewed, and showed an improvement in the recording of the operative note and the varied applicability of the guidelines to this particular speciality. It is concluded that the RCSEng guidelines are not universally applicable to plastic surgery. The difference between 'not applicable' and 'failure to record' is potentially important if these guidelines are used by non-clinical audit staff in a target driven environment.
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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 | 0.009 |
| 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 | 0.001 |
| 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".