Surgical Resident Experience in Breast Disease: A National Study
Bibliographic record
Abstract
BACKGROUND: Management of breast disease is an integral component of general surgery. This study was performed to describe the exposure to breast disease by residents in Canadian general surgery programs. METHODS: This study involved a 20-item survey and pilot semistructured interviews. Surgical trainees at 12 training programs in Canada participated in the survey. Results were used to characterize resident experience with breast surgery and clinics. RESULTS: Residents across all post-graduate training years and from 12 Canadian medical schools responded (n = 162, 44 %). Residents had the most breast surgery experience in PGY2 and PGY3 years. One third of trainees performed ≤ 1 breast procedure per month. Only 25 % had attended more than one breast clinic per month. Lumpectomies were the most common procedure (20.7/year) and 94 % of residents performed sentinel lymph node biopsy. Four pilot semistructured interviews were performed. The greatest stated barriers to breast training were "lack of time" and the impression that these were "lower priority cases." CONCLUSIONS: Achieving competence in breast disease management is a key requirement for general surgery trainees. Surgical educators must ensure that the quality and quantity of residency training in breast diseases is sufficient for future surgeons to provide optimal patient care.
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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 | 0.001 | 0.000 |
| 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 | 0.000 |
| 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 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".