Intimidation, harassment, and discrimination during family medicine residency training: a mixed methods study
Bibliographic record
Abstract
BACKGROUND: The importance of wellbeing of family medicine residents is recognized in accreditation requirements which call for a supportive and respectful learning environment; however, concerns exist about learner mistreatment in the medical environment. The purpose of this study was to to describe family medicine graduates' perceived experience with intimidation, harassment and discrimination (IHD) during residency training. METHODS: A mixed-methods study was conducted on a cohort of family medicine graduates who completed residency training during 2006-2011. Phase 1, the quantitative component, consisted of a retrospective survey of 651 graduates. Phase 2, the qualitative component, was comprised of 11 qualitative interviews. Both the survey and the interviews addressed graduates' experience with IHD with respect to frequency and type, setting, perpetrator, perceived basis for IHD, and the effect of the IHD. RESULTS: The response rate to the survey was 47.2%, with 44.7% of respondents indicating that they experienced some form of mistreatment/IHD during residency training, and 69.9% noting that it occurred more than once. The primary sources of IHD were specialist physicians (75.7%), hospital nurses (47.8%), and family physicians (33.8%). Inappropriate verbal comments were the most frequent type of IHD (86.8%). Graduates perceived the basis of the IHD to be abuse of power (69.1%), personality conflict (36.8%), and family medicine as a career choice (30.1%), which interview participants also described. A significantly greater proportion IMGs than CMGs perceived the basis of IHD to be culture/ethnicity (47.2% vs 10.5%, respectively). The vast majority (77.3%) of graduates reported that the IHD experience had a negative effect on them, consisting of decreased self-esteem and confidence, increased anxiety, and sleep problems. As trainees, they felt angry, threatened, demoralized, discouraged, manipulated, and powerless. Some developed depression or burnout, took medication, or underwent counselling. CONCLUSIONS: IHD continued to be prevalent during family medicine residency training, with it occurring most frequently in the hospital setting and specialty rotations. Educational institutions must work with hospital administrators to address issues of mistreatment in the workplace. Residency training programs and the medical establishment need to be cognizant that the effects of IHD are far-reaching and must continuously work to eradicate it.
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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 | 0.005 | 0.015 |
| 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".