Measuring Empathy in Iranian Pharmacy Students Using the Jefferson Scale of Empathy-Health Profession Student Version
Bibliographic record
Abstract
<b>Objective.</b> To assess validity of the Farsi-translated version of the Jefferson Scale of Empathy-Health Profession Student version (JSE-HPS) and measure empathy scores of Iranian pharmacy students. <b>Methods.</b> The JSE-HPS questionnaire was administered to 504 Iranian pharmacy students in 2019. Confirmatory factor analysis and exploratory factor analysis were used to explore the underlying components and construct validity. Group comparisons of the empathy scores and the underlying components were conducted using statistical tests. <b>Results.</b> Based on 496 useable survey questionnaires, three domains of empathy among Iranian pharmacy students were confirmed by confirmatory factor analysis: compassionate care, perspective taking, and standing in a patient’s shoes. Two items in the JSE-HPS were removed, as their factor loadings were under the permissible limits in exploratory factor analysis. Empathy scores were significantly higher among female pharmacy students. <b>Conclusion.</b> These findings support the validity and reliability of the Farsi version of the JSE-HPS among Iranian pharmacy students.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 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".