Community Pharmacists' Attitudes Toward and Professional Interactions With Users of Psychiatric Medication
Why this work is in the frame
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Bibliographic record
Abstract
Consumers of psychiatric medications or services may be stigmatized by health care providers. The authors surveyed community pharmacists (N=283) in the greater Toronto area to determine their attitudes toward and professional interactions with patients who used psychiatric medications and those who used cardiovascular medications. Despite generally positive attitudes, pharmacists reported feeling more uncomfortable discussing symptoms and medications with patients who have mental illness than with patients who have cardiovascular problems. Patients with mental illness appeared to receive fewer pharmacy services than patients with cardiovascular disorders. Barriers to receipt of counseling included a lack of privacy and inadequate training. Adequate training in mental health may be key in improving the professional interactions of community pharmacists toward patients who use psychiatric medication.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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 it