Evaluating third- and fourth-year veterinary students’ communication skills knowledge and performance at Colorado State University
Bibliographic record
Abstract
OBJECTIVE: To assess the impact of a communication program on a cohort of veterinary students' knowledge and performance of communication skills. SAMPLE: Class cohort of veterinary students at Colorado State University. PROCEDURES: Year 3 students' knowledge of communication skills was evaluated using quizzes, administered before and after the fall 2016 and spring 2017 Clinical Communication Skills-I and II junior practicum. In year 4, student performance of 22 Calgary-Cambridge Guide communication skills was assessed by coding video-recordings of student-client interactions collected during their second and fourth weeks of the Community Practice rotation in the summer and fall of 2017 and spring of 2018. The impact of training, association with demographic factors, and correlation between knowledge and performance of communication skills were investigated. RESULTS: In year 3, 136 students completed both fall and spring quizzes; in year 4, 65 week-2 and 29 week-4 appointments were video-recorded during Community Practice rotation. Students' knowledge assessed via quizzes containing skill spotting and skill demonstrating questions increased significantly after the fall and spring junior practicums; however, knowledge of communication skills was not associated with performance during year 4 Community Practice rotations. Communication skills most frequently demonstrated by students during the fourth year Community Practice rotation were open-ended questions, closed-ended questions, empathy toward the client and patient, providing "chunks" of information, and signposting. Students received high quality scores for non-verbal behaviors and logical clinical interview structure. CLINICAL RELEVANCE: Results suggest that experiential learning techniques, including a flipped classroom approach, role-play, and communication laboratories contributed to increased student knowledge of communication skills.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".