A cross‐cultural study of students’ approaches to professional dilemmas: sticks or ripples
Bibliographic record
Abstract
CONTEXT: Medical educators internationally are faced with the challenge of teaching and assessing professionalism in their students. Some studies have drawn attention to contextual factors that influence students' responses to professional dilemmas. Although culture is a significant contextual factor, no research has examined student responses to professional dilemmas across different cultures. METHODS: Semi-structured interviews inquiring into reactions towards, and reasoning about, five video clips depicting students facing professional dilemmas were conducted with 24 final-year medical students in Taiwan. The interviews were transcribed and analysed according to the theoretical framework used in prior Canadian studies using the same videos and interview questions. RESULTS: The framework from previous Canadian research, including the components of principles, affect and implications, was generally applicable to the decision making of Taiwanese students, with some distinctions. Taiwanese students cited a few more avowed principles. Taiwanese students emphasised an additional unavowed principle that pertained to following the advice of more senior trainees. In addition to implications for patients, team members or themselves, Taiwanese students considered the impact of their responses on multiple relationships, including those with patients' families and alumni residents. Cultural norms were also cited by Taiwanese students. CONCLUSIONS: Medical educators must acknowledge students' reasoning in professionally challenging situations and guide students to balance considerations of principles, implications, affects and cultural norms. The prominence of Confucian relationalism in this study, exhibited by students' considerations of the rippling effects of their behaviours on all their social relationships, calls for further cross-cultural studies on medical professionalism to move the field beyond a Western individualist focus.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.021 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.011 | 0.010 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".