Decline in Popularity of General Surgery as a Career Choice in North America: Review of Postgraduate Residency Training Selection in Canada, 1996–2001
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
There has been a perception that fewer medical students are currently pursuing careers in general surgery. To investigate the validity of this premise we reviewed the Canadian Residency Matching Service (CaRMS) database from 1996 to 2001 and identified recent trends in graduates' selections. Three surgical specialties--general surgery, orthopedic surgery, obstetrics and gynecology--were chosen for analysis as "poor lifestyle" specialties. They were compared to anesthesia, diagnostic radiology, and ophthalmology, which were chosen as representative "good lifestyle" specialties. Linear regression and chi-square analyses were performed to identify significant changes in applications to each specialty. A negative trend in first-choice applications to all three "poor lifestyle" specialties was observed, whereas all three "good lifestyle" specialties experienced increased first-choice applicants. Potential factors influencing medical student residency selection are discussed, emphasizing the reduced number of first-choice applicants to general surgery.
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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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| 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) | 0.000 | 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