Bridging the Gap between Undergraduate Veterinary Training and Veterinary Practice with Entrustable Professional Activities
Bibliographic record
Abstract
The transition from being a veterinary student to becoming a member of the veterinary profession is known to be challenging. Despite being licensed directly after graduation, many veterinarians do not feel fully equipped to practice unsupervised when they graduate. The increasing rate of attrition from veterinary practice, and a relatively high percentage of burnout during the first years in practice, has been suggested to be related to a lack of early career support. Over the past decade, medical education has adopted the concept of entrustable professional activities (EPAs). Recently, EPAs have been proposed to restructure veterinary education to help support the transition from veterinary student to practicing veterinarian. Implementing an EPA-based approach could help to bridge the gap between school and clinical practice, potentially preventing veterinary graduates from dropping out early on from what could have been a promising and exciting professional career.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".