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Record W4353052232 · doi:10.1016/j.rcsop.2023.100249

Perspectives of hospital pharmacists on quality improvement initiatives in patient care: A pilot study from one healthcare system in Canada

2023· article· en· W4353052232 on OpenAlexaffabout
Dillon H. Lee, Ting-An Cheng, Charles Au, Tim T Y Lau, Karen Dahri

Bibliographic record

VenueExploratory Research in Clinical and Social Pharmacy · 2023
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsUniversity of British ColumbiaVancouver General Hospital
Fundersnot available
KeywordsPharmacyMedicineNursingClinical pharmacyHealth careFamily medicineQuality managementQuality (philosophy)Exploratory researchService (business)Political science

Abstract

fetched live from OpenAlex

Background: Quality Improvement (QI) is any systematic process that seeks to improve patient safety or clinical effectiveness in healthcare. Although hospital pharmacists positively contribute to QI initiatives, there is no information available regarding Canadian hospital pharmacists' involvement and perspectives with QI. Objectives: The primary objective of the study was to describe the QI experiences (including attitudes, enablers and barriers) of hospital pharmacists employed by the Lower Mainland Pharmacy Services (LMPS) in British Columbia. Methods: This research study used an exploratory cross-sectional survey. A 30-item survey was developed to measure QI experiences of hospital pharmacists including prior QI experiences, their attitudes towards pursuing QI initiatives, and their perceived enablers and barriers to participating in QI initiatives in hospital settings. Results: Forty-one pharmacists responded (response rate of 14%). Thirty-eight participants (93%) indicated that they were familiar with the concept of QI. All participants (100%) reported that it was important for pharmacists to be involved with QI despite the general lack of formal QI training among the participants, and 40 participants (98%) agreed that QI was necessary to advance patient care. Moreover, 21 participants (51%) showed interest in leading QI initiatives, while 29 (71%) would participate in QI initiatives. Participants identified several individual and organizational barriers that hindered hospital pharmacists from pursuing QI initiatives. Conclusion: Our findings suggest that hospital pharmacists in LMPS would like to be actively involved with QI initiatives; however, individual and organizational barriers must be addressed in order to facilitate widespread adoption of QI practices.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.311
Threshold uncertainty score0.852

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
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 integrity0.0000.002
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 head0.593
GPT teacher head0.612
Teacher spread0.019 · 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 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

Citations0
Published2023
Admission routes2
Has abstractyes

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