Patient Safety Education: An Exploration of Student-Driven Contextual Learning
Bibliographic record
Abstract
Medical and nursing students organized a contextual interprofessional learning experience involving observation of surgical safety practices according to the parameters of the World Health Organization (WHO) surgical safety checklist. Students were oriented to patient safety principles, operating room (OR) protocol, and the WHO surgical safety checklist. One hundred thirty students participated in interprofessional OR visitations. Selected students participated in focus groups, during which feedback regarding educational value and OR observations was obtained: Students thought that patient safety education was more meaningful in a clinical setting, and the degree of interprofessional collaboration appeared related to individual factors. Focus group data collected provides a foundation on which future research can build. Areas of inquiry may include development of teamwork within the context of interprofessional education, examination of the role of students in developing their own curricula, and randomized comparisons of clinical-based and classroom-based approaches to surgical safety education.
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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 | 0.001 | 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 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".