Resident hesitation in the operating room: does uncertainty equal incompetence?
Bibliographic record
Abstract
CONTEXT: In postgraduate medical programmes, the progressive development of autonomy places residents in situations in which they must cope with uncertainty. We explored the phenomenon of hesitation, triggered by uncertainty, in the context of the operating room in order to understand the social behaviours surrounding supervision and progressive autonomy. METHODS: Nine surgical residents and their supervising surgeons at a Canadian medical school were selected. Each resident-supervisor pair was observed during a surgical procedure and subsequently participated in separate post-observation, semi-structured interviews. Constructivist grounded theory was used to guide the collection and analysis of data. RESULTS: Three hesitation-related themes were identified: the principle of progress; the meaning of hesitation, and the judgement of competence. Supervisors and residents understood hesitation in the context of a core surgical principle we termed the 'principle of progress'. This principle reflects the supervisors' and residents' shared norm that maintaining progress throughout a surgical procedure is of utmost importance. Resident hesitation was perceived as the first indication of a disruption to this principle and was therefore interpreted by supervisors and residents alike as a sign of incompetence. This interpretation influenced the teaching-learning process during these moments when residents were working at the edge of their abilities. CONCLUSIONS: The principle of progress influences the meaning of hesitation which, in turn, shapes judgements of competence. This has important implications for teaching and learning in direct supervision settings such as surgery. Without efforts to change the perception that hesitation represents incompetence, these potential teaching-learning moments will not fully support progressive autonomy.
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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 | 0.002 | 0.011 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".