MétaCan
Menu
Back to cohort
Record W4389519723 · doi:10.1093/ijpp/riad086

Pharmacists’ role and experiences with delivering mental health care within team-based primary care settings during the COVID-19 pandemic

2023· article· en· W4389519723 on OpenAlexafffundabout
Rachelle Ashcroft, Annalise Mathers, Amanda Gin, Simon Lam, Catherine Donnelly, Judith Belle Brown, Toula Kourgiantakis, Kavita Mehta, Jennifer Rayner, Deepy Sur, Keith Adamson, Anne Kirvan, Lisa Dolovich

Bibliographic record

VenueInternational Journal of Pharmacy Practice · 2023
Typearticle
Languageen
FieldPsychology
TopicCOVID-19 and Mental Health
Canadian institutionsOntario Medical AssociationWestern UniversityQueen's UniversityWomen's College HospitalUniversity of Toronto
FundersUniversity of Toronto
KeywordsMedicineMental healthThematic analysisPandemicCollaborative CareHealth careNursingPharmacyPharmacistFamily medicineQualitative researchCoronavirus disease 2019 (COVID-19)PsychiatryDiseaseInfectious disease (medical specialty)

Abstract

fetched live from OpenAlex

OBJECTIVES: Pharmacists have been increasingly integrated into primary care teams, leading to improved health outcomes for patients. The two objectives of this study were (i) to describe how the COVID-19 pandemic impacted pharmacists' role in mental health care within Canadian primary care teams and (ii) to describe Canadian pharmacists' experiences collaborating with other healthcare providers in the delivery of mental health services during the COVID-19 pandemic. METHODS: Cross-sectional observational study utilizing an online survey consisting of closed-ended and open-ended questions. Primary care pharmacists in Ontario were eligible to participate. Descriptive statistics were collated, and qualitative data underwent thematic analysis. A total of 51 pharmacists participated in the study. KEY FINDINGS: The COVID-19 pandemic has led to the expanding role of pharmacists in attending to the mental health care of patients. Working within a collaborative, interprofessional healthcare environment, pharmacists support patients' mental health in a variety of ways, including medication education and management, non-pharmacologic approaches and supportive conversations, and identification of resources, including referrals, wellness checks, and consulting with physicians. Increasing demand for mental health services has led to higher referrals to pharmacists, which will likely persist and require further education of pharmacists in mental health along with better access to deliver virtual care. CONCLUSION: In response to the increasing mental health care needs of patients since the COVID-19 pandemic, primary care pharmacists reported increased attention spent on mental health care. Building capacity and ensuring support for pharmacists to continue to address the increasing mental health care demands is essential.

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)0.005
metaresearch head score (Gemma)0.020
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 score0.241
Threshold uncertainty score0.480

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0080.004
Scholarly communication0.0040.002
Open science0.0010.005
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 head0.061
GPT teacher head0.471
Teacher spread0.410 · 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

Citations8
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueInternational Journal of Pharmacy PracticeSame topicCOVID-19 and Mental HealthFrench-language works237,207