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Record W4410708773 · doi:10.51412/psnnjp.2025.29

Global Strategies to Strengthen Community Pharmacists in Providing Primary Healthcare Services: Scoping Review

2025· article· en· W4410708773 on OpenAlexaboutno aff
Basira Lawal Kankia, Fatima Auwal, Abbas Musa, Urwatu Hassan Balarabe, Jamilu Sani

Bibliographic record

VenueNigerian Journal of Pharmacy · 2025
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsnot available
FundersTertiary Education Trust Fund
KeywordsPrimary carePrimary health careBusinessHealth careKnowledge managementNursingMedicinePolitical scienceFamily medicineComputer science

Abstract

fetched live from OpenAlex

Background: Community pharmacists (CPs) are pivotal in healthcare delivery; they are the first point of contact for healthcare services and are trusted by patients. Their role goes beyond the dispensing of medications to encompass emergency care and management, health promotion, and management of chronic diseases. The review aimed to explore strategies to strengthen the role of CPs in global primary healthcare service provision. Methods: The search followed a framework described by Arksey and O'Malley, subsequently expanded by Levac et al.. An extensive search of relevant academic databases yielded 4530 articles for review. Three databases (PubMed, Embase, Google Scholar) were searched using a combination of keywords and controlled vocabulary terms related to “primary healthcare services”, “communitypharmacist”, and “strengthening strategies.” They were combined using Boolean Operators ('AND', 'OR', 'NOT'). Selection and elimination based on the eligibility criteria identified 18 relevant articles. Data analysis entailed a systematic approach, including the categorisation of strategies and the identification of common themes across the regions. Results: The review demonstrated various strategies in different parts of the world, particularly policy support, professional development, collaboration, financial incentives, and public health initiatives. For instance, Portugal, the United States, and Canada demonstrated examples of policy and legislative support that allow pharmacists to expand their roles. In addition, financial conditions, seen in Indonesia, Canada, and the Netherlands, play a crucial role in the sustainability of pharmacist-led services. Britain, Europe, Portugal, Sudan, and Nigeria revealed the potential of pharmacists in public health, including health promotion and disease prevention. Conclusion: The review highlighted the significance of integrating CPs into primary healthcare roles that could potentially improve access, quality, and equity in the healthcare system. However, the issue of regulatory barriers, the necessity of capacity building, and financial reimbursement have to be recognised as current challenges requiring much effort and collaboration.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.581
Threshold uncertainty score0.738

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.196
GPT teacher head0.497
Teacher spread0.301 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
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

Citations2
Published2025
Admission routes1
Has abstractyes

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