Surgical culture in transition: gender matters and generation counts
Bibliographic record
Abstract
BACKGROUND: We sought to study the impact of the change in gender balance and the shift in generational beliefs on the practice of surgery. METHODS: We used in-depth, individual, semistructured interviews to explore the ideas, perceptions and experiences of recently recruited academic surgeons regarding the role of gender and the influence of the changing attitudes of this generation on the work environment. All the interviews were audiotaped and transcribed verbatim. The data analysis was both iterative and interpretative. RESULTS: Nine women and 8 men participated in the study. All participants stated that departmental expectations regarding their performance as clinicians and as academics were not influenced by gender. However, further exploration revealed how gender did influence the way they sought to balance their personal and professional lives. Women in particular struggled with attaining this balance. While maternity leave was endorsed by both men and women, the challenging logistics associated with such leave were noted. Our data also revealed a generational shift among men and women in terms of the importance of the balance between their personal and professional lives. Participants saw this priority as radically different from that of their senior colleagues. CONCLUSION: Gender and the shift in generational attitudes are changing the culture of academic surgery, often described as the prototypical male-dominated medical environment. These changes may reflect the changing face of medicine.
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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 | 0.000 | 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".