Attitudes of dental students in a Canadian university towards communication skills learning
Bibliographic record
Abstract
INTRODUCTION: Strong dentist communication skills (CS) are necessary for patient-centred care and oral health promotion. CS are imparted through the dental education experience, which can be optimised in part by incorporating student perceptions and needs into curricular development. The current study assessed student attitudes towards communication skills learning (CSL) in a Canadian university. METHODS: A 20-item questionnaire adapted from the Dental Communication Skills Attitude Scale and qualitative survey questions were completed by students (n = 124). RESULTS: Questionnaire findings indicate that attitudes towards CSL are generally favourable, with significant variation based on year of study, gender and ethnicity. Students understood the importance of CS for dental practice and patient-centred care. Whilst they appreciated the value of CSL, students described that challenges such as demanding programme schedules would preclude the utility of more formalised CSL activities. CONCLUSION: These findings may be useful for institutions seeking to implement or refine a CSL curriculum.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".