Communication Skills Training: A Means to Promote Time-Efficient Patient-Centered Communication in Clinical Practice
Bibliographic record
Abstract
PURPOSE: We hypothesized that health care providers would behave in a more patient-centered manner after the implementation of communication skills training, without causing the consultation to last longer. METHODS: This study was part of the large-scale implementation of a communication skills training program called "Clear-Cut Communication With Patients" at Lillebaelt Hospital in Denmark. Audio recordings from real-life consultations were collected in a pre-post design, with health care providers' participation in communication skills training as the intervention. The training was based on the Calgary-Cambridge Guide, and audio recordings were rated using the Observation Scheme-12. RESULTS: Health care providers improved their communication behavior in favor of being more patient-centered. Results were tested using a mixed-effect model and showed significant differences between pre- and postintervention assessments, with a coefficient of 1.3 (95% Cl: 0.35-2.3; P=0.01) for the overall score. The consultations did not last longer after the training. CONCLUSIONS: Health care providers improved their communication in patient consultations after the implementation of a large-scale patient-centered communication skills training program based on the Calgary-Cambridge Guide. This did not affect the length of the consultations.
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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 | 0.010 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.004 |
| 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".