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Record W4315631561 · doi:10.24926/iip.v13i4.5093

Insights into British Columbian Hospital Pharmacists Perspectives on the Discharge Process

2023· article· en· W4315631561 on OpenAlexaff
Simroop Ladhar, Karen Dahri, Colleen Inglis, Amanda Sambrielaz, Haider Raza, Michael Legal

Bibliographic record

VenueINNOVATIONS in pharmacy · 2023
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsIsland HealthUniversity of British Columbia
Fundersnot available
KeywordsStaffingFocus groupPsychological interventionQualitative researchMedicineNursingRelevance (law)PrioritizationFamily medicineCoding (social sciences)Psychology

Abstract

fetched live from OpenAlex

Background: Transitions of care represent a vulnerable time for patients where unintended therapeutic changes are common and inadequate communication of information frequently results in medication errors. Pharmacists have a large impact on the success of patients during these care transitions; however, their role and experiences are largely absent from the literature. Objectives: The purpose of this study was to gain a greater understanding of British Columbian hospital pharmacists’ perceptions of the hospital discharge process and their role in it. Methods: A qualitative study utilizing focus groups and key informant interviews of British Columbian hospital pharmacists was conducted from April to May 2021. Questions asked during interviews were developed following a detailed literature search and included questions regarding the use of frequently studied interventions. Interview sessions were transcribed and then thematically analyzed using both NVivo software and manual coding. Results: Three focus groups with a total of 20 participants and one key informant interview were conducted. Six themes were identified through data analysis: (1) overall perspectives; (2) important roles of pharmacists in discharges; (3) patient education; (4) barriers to optimal discharges; (5) solutions to current barriers; and (6) prioritization. Conclusions and Relevance: Pharmacists play a vital role in patient discharges but due to limited resources and inadequate staffing models they are often unable to be optimally involved. Understanding the thoughts and perceptions of pharmacists on the discharge process can help us better allocate limited resources to ensure patients receive optimal care.

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)0.000
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 score0.315
Threshold uncertainty score0.619

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.101
GPT teacher head0.433
Teacher spread0.331 · 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

Citations5
Published2023
Admission routes1
Has abstractyes

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