On-site communication skills education increases appointment-specific client satisfaction in four companion animal practices in Texas
Bibliographic record
Abstract
Objective: To assess the impact of a 15-month, in-practice communication skills intervention on client visit satisfaction. Sample: 4 purposely selected veterinary clinics, 9 veterinarians, and 930 appointment-specific client satisfaction surveys. Procedures: The study was designed as a multipractice, preintervention-postintervention study. Practice teams participated in a 15-month communication skills intervention that included interactive group workshops and one-on-one communication coaching with the entire practice. Client Satisfaction Questionnaires were completed 3 months before (mean, 55 questionnaires/veterinarian) and after (mean, 48 questionnaires/veterinarian) the intervention. The impact of the intervention and factors associated with client visit satisfaction were evaluated with mixed logistic regression. Results: Client satisfaction scores were dichotomized owing to extreme negative skewness. In total, 57% (284/496) of clients were completely satisfied on pretest questionnaires, and 67% (290/434) were completely satisfied on postintervention questionnaires. The odds of clients being completely satisfied were significantly higher after the communication skills intervention (OR = 1.56; P = .002). When controlling for the intervention, predictors of client visit satisfaction included appointment type (odds of being completely satisfied were significantly higher for recheck appointments than for preventative care appointments [OR = 1.71; P = .02] and health problem appointments [OR = 1.99; P = .003]) and duration of the veterinarian-client relationship (probability increased by 0.52 with each 1-year increase in relationship duration; P = .008). Clinical Relevance: Results suggested that the client-centered, skills-based communication intervention resulted in increased client visit satisfaction. Findings contribute to current evidence that client-centered communication and duration of the veterinarian-client relationship promote client satisfaction during veterinary visits.
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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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".