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Record W3210757414 · doi:10.1002/jac5.1555

Knowledge, attitudes, and practices of pharmacists in caring for patients with substance use disorders

2021· article· en· W3210757414 on OpenAlex
Tamara Mihic, Joan C. Y. Ng, Alison Yong, Anna Yee, Jacky T.P. Siu

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY · 2021
Typearticle
Languageen
FieldMedicine
TopicOpioid Use Disorder Treatment
Canadian institutionsFraser HealthVancouver Coastal HealthUniversity of British ColumbiaProvincial Health Services AuthorityProvidence Health Care
Fundersnot available
KeywordsMedicineFeelingPharmacyFamily medicineQuarter (Canadian coin)NursingHarmPsychology

Abstract

fetched live from OpenAlex

Abstract Background While pharmacists are optimally positioned to help provide support for those with substance use disorders (SUD), little is known about their knowledge, attitudes, and practices in this area. Objectives The primary objective of this study is to assess the knowledge, attitudes, and practices of hospital pharmacists in caring for patients with SUD. The secondary objectives are to identify barriers and facilitators that exist in the current work environment and evaluate how these factors play a role in pharmacists' practice. Methods An anonymous, cross‐sectional, online survey of 770 pharmacists employed by Lower Mainland Pharmacy Services in British Columbia was conducted. The survey was comprised of 27 questions, including a mix of qualitative and quantitative questions. The domains of questions explored pharmacists' knowledge of SUD, attitudes toward provincial harm reduction policies, and care provided for different SUD. Results A total of 127 pharmacists (16.5%) responded to the survey. Seventy‐two percent of pharmacists received less than 5 hours of schooling on SUD and less than 7% of pharmacists reported feeling adequately prepared by their formal education to care for patients with SUD. Less than a quarter of pharmacists report regularly monitoring and recommending treatment options for patients with SUD. Most pharmacists expressed interest in some form of SUD courses that could help to improve patient care. Conclusion In this study of pharmacists, the majority of hospital pharmacists felt unprepared to care for patients with SUD, but expressed interest in education that could help to improve their knowledge and skills.

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.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.398

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.068
GPT teacher head0.449
Teacher spread0.380 · 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