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Record W4200068729 · doi:10.1093/ijpp/riab073

Assessment of community pharmacists’ engagement in pharmacy-delivered influenza vaccination: a mixed-methods study

2021· article· en· W4200068729 on OpenAlexafffundabout
Alexandre Chadi, Morgane Gabet, Andréanne Robitaille, Pierre‐Marie David

Bibliographic record

VenueInternational Journal of Pharmacy Practice · 2021
Typearticle
Languageen
FieldMedicine
TopicInfluenza Virus Research Studies
Canadian institutionsUniversité de Montréal
FundersUniversité de Montréal
KeywordsMedicinePharmacyVaccinationFamily medicineNursingCommunity engagementCommunity pharmacyEconomic shortageExploratory researchPublic relationsGovernment (linguistics)Immunology

Abstract

fetched live from OpenAlex

OBJECTIVES: This study aimed to identify factors contributing to pharmacists' engagement in vaccination services during the first influenza vaccination campaign in 2019-2020 for the Canadian province of Quebec, led by community pharmacists. METHODS: A mixed-methods study was conducted using a sequential exploratory design. Semi-structured interviews were administered to pharmacists and key informants (n = 23) and data were analysed according to the Consolidated Framework for Implementation Research in community pharmacy. The findings were then used to construct a survey of community pharmacists' engagement in vaccination, which was tested in a Quebec urban community. The study participation rate was 34.6% (n = 29). KEY FINDINGS: Pharmacists expressed positive attitudes towards the implementation of vaccination services, following legislative reform. Factors such as previous involvement in vaccination campaigns and the number of pharmacists on duty were positively associated with engagement in influenza vaccination, whereas staff shortages and logistical problems were a barrier to engagement. Qualitative findings provided in-depth understanding of the value of interprofessional collaboration between pharmacists and nurses. CONCLUSIONS: Vaccination in pharmacies is currently more reflective of individual choice than an indication of collective change in the profession. Logistical factors are key to enhancing the uptake of vaccination in community pharmacies throughout Quebec. External support from professional associations and interprofessional collaboration should be enhanced to promote the implementation of vaccination services in pharmacies.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.355
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.245
GPT teacher head0.611
Teacher spread0.367 · 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 teacher head, not a consensus.

Study designObservational
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

Citations8
Published2021
Admission routes3
Has abstractyes

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