Women and Minorities in Orthopaedic Residency Programs
Bibliographic record
Abstract
Women and underrepresented minorities make up smaller proportions of orthopaedic residency programs than their numbers in medical school would predict, according to our evaluation of self-reported orthopaedic residency data from 1998 and 2001, as well as information on medical students published in 2002. Based on race, ethnicity, and sex, comparisons were made between students entering and graduating from medical school and those in orthopaedic residency programs. With few exceptions, the percentages of women and underrepresented minorities were statistically significantly lower among those training in orthopaedic residency programs compared with those same groups entering and graduating from medical school. The percentage of women and minorities in orthopaedic residency programs remained constant between 1998 and 2001. Further study is necessary to determine whether fewer students of color and women apply to orthopaedic residency programs because of lack of interest, lack of appropriate mentoring and role models, or other factors.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 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".