Transatlantic comparison of the competence of surgeons at the start of their professional career
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
BACKGROUND: Although the objective in European Union and North American surgical residency programmes is similar-to train competent surgeons-residents' working hours are different. It was hypothesized that practice-ready surgeons with more working hours would perform significantly better than those being educated within shorter working week curricula. METHODS: At each test site, 21 practice-ready candidate surgeons were recruited. Twenty qualified Canadian and 19 qualified Dutch surgeons served as examiners. At both sites, three validated outcome instruments assessing multiple aspects of surgical competency were used. RESULTS: No significant differences were found in performance on the integrative and cognitive examination (Comprehensive Integrative Puzzle) or the technical skills test (Objective Structured Assessment of Technical Skill; OSATS). A significant difference in outcome was observed only on the Patient Assessment and Management Examination, which focuses on skills needed to manage patients with complex problems (P < 0.001). A significant interaction was observed between examiner and candidate origins for both task-specific OSATS checklist (P = 0.001) and OSATS global rating scale (P < 0.001) scores. CONCLUSION: Canadian residents, serving many more working hours, perform equivalently to Dutch residents when assessed on technical skills and cognitive knowledge, but outperformed Dutch residents in skills for patient management. Secondary analyses suggested that cultural differences influence the assessment process significantly.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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 it