Attitudes of dental students in a Canadian university towards communication skills learning
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it