A Pilot Survey of Medical Students' Perspectives on Their Educational Exposure to Palliative Care in Two Canadian Universities
Bibliographic record
Abstract
BACKGROUND: Graduating medical students from the class of 1999 from McGill University and the University of Alberta completed a self-administered, anonymous, pilot survey to determine students' perspectives on how their educational experience in common palliative care topics contrasted with their educational experience in the diagnosis and management of hypertension, non palliative aspects of breast cancer, and patients dying of acquired immune deficiency syndrome (AIDS). METHODS: A Likert scale ranging from "excellent," scored 1, "very poor," scored 5, was used. Students also estimated the number of hours they spent, during their training, in operating rooms, on home visits to terminally ill patients, and in interprofessional teaching. RESULTS: Sixty of 114 (53%) students from McGill University, and 53 of 110 (48%) students from the University of Alberta responded to the survey. The mean ratings of education experience in the various topics for both universities combined were as follows: hypertension, 2.03; breast cancer, 2.33; cancer pain, 3.42; communicating with dying patients, 3.32; and caring for patients with AIDS, 4.15. The average number of hours spent in the operating room, on home visits to terminally patients, and in interprofessional teaching for both universities combined were 155 hours, 4.2 hours, and 16 hours, respectively. Of the responding students from both universities 83% favored increased palliative care teaching. CONCLUSION: Despite the disproportionate number of hours spent in operating rooms compared to palliative care community exposure, only two students, one from each university, favored shortening surgical rotations to allow for increased time for palliative care education. Recommendations, including increasing palliative care education during clinical clerkships, are provided to improve medical students' perceptions of their educational experiences in palliative care education.
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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 | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".