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Record W4401368247 · doi:10.1136/bmjopen-2024-085338

Community pharmacists’ roles during the closure stage of the COVID-19 pandemic in Newfoundland and Labrador, Canada: a qualitative case study

2024· article· en· W4401368247 on OpenAlexafffundabout
Sylvia Farooq, Jennifer Donnan, Julia Lukewich, Maria Mathews, Tiffany Lee

Bibliographic record

VenueBMJ Open · 2024
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsWestern UniversityMemorial University of Newfoundland
FundersMemorial University of Newfoundland
KeywordsMedicinePandemicCoronavirus disease 2019 (COVID-19)Closure (psychology)2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Qualitative researchEpidemiologyCommunity practiceFamily medicineVirologyPharmacyInfectious disease (medical specialty)DiseaseSocial scienceOutbreakSociology

Abstract

fetched live from OpenAlex

OBJECTIVES: To explore the experiences and perspectives of community pharmacists regarding their roles during the closure stage (ie, March to May 2020) of the COVID-19 pandemic in Newfoundland and Labrador (NL), Canada. DESIGN: This qualitative case study included a document analysis and semistructured interviews with community pharmacists who provided direct patient care during the COVID-19 pandemic. The document analysis was used to develop a chronology that informed the interviews. Themes from qualitative interviews were developed through iterative cycles of data review and analysis using applied thematic analysis. Findings are presented specifically for the time period between March and May 2020, defined as the 'Closure Stage'. SETTING: Community pharmacies in NL, Canada. RESULTS: 12 community pharmacists participated in the interviews. Four themes were developed including (1) pharmacists' leadership in continuity of care, (2) pharmacists as medication stewards, (3) pharmacists as a source of COVID-19 health information and (4) the impact of COVID-19 on pharmacists' mental health and well-being. The first three themes described the key roles played by community pharmacists during the early days of the COVID-19 pandemic, including coordinating care, prescribing for common ailments, delivering medications and supplies, providing information on COVID-19 symptoms and their management, renewing chronic medications and protecting the medication supply. Unclear guidance on scope of practice, limited scope of practice, inadequate staffing and limited support from government bodies were identified as barriers to these roles. Facilitators included access to a delivery service, swift regulatory changes, reimbursement and support from colleagues and other healthcare professionals. The fourth theme is presented independently, emphasising the impact of working within the primary healthcare (PHC) system during the COVID-19 pandemic on pharmacists' mental health and well-being. CONCLUSION: Pharmacists played a critical role in the delivery of PHC services during the closure stage of the COVID-19 pandemic. The findings of this research highlight the essential elements of a strong PHC pandemic preparedness plan that is inclusive of community pharmacists, including improved communication strategies, mental health support and access to resources.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.006
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.084
Threshold uncertainty score0.534

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0280.011
Scholarly communication0.0050.002
Open science0.0030.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.404
GPT teacher head0.563
Teacher spread0.159 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes3
Has abstractyes

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