Patient perspectives on the vital primary care role of community pharmacists in Nova Scotia, Canada: qualitative findings from the PUPPY Study
Bibliographic record
Abstract
OBJECTIVES: Community pharmacists play an important role in primary care access and delivery for all patients, including patients with a family physician or nurse practitioner ("attached") and patients without a family physician or nurse practitioner ("unattached"). During the COVID-19 pandemic, community pharmacists were accessible care providers for unattached patients and patients who had difficulty accessing their usual primary care providers ("semi-attached"). Before and during the pandemic, pharmacist services expanded in several Canadian provinces. The aim of this qualitative study was to explore patient experiences receiving care from community pharmacists, and their perspectives on the scope of practice of community pharmacists. METHODS: Fifteen patients in Nova Scotia, Canada, were interviewed. Participant narratives pertaining to pharmacist care were analyzed thematically. KEY FINDINGS: Attached, "semi-attached," and unattached patients valued community pharmacists as a cornerstone of care and sought pharmacists for a variety of health services, including triaging and system navigation. Patients spoke positively about expanding the scope of practice for community pharmacists, and better optimization of pharmacists in primary care. CONCLUSIONS: System decision-makers should consider the positive role community pharmacists can play in achieving primary care across the Quintuple Aim (population health, patient and provider experiences, reducing costs, and supporting equity in health).
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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 | 0.002 | 0.002 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".