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Record W4400152432 · doi:10.1002/jac5.2000

Integrating standardized patient safety and quality competencies in pharmacy curriculum: Evaluation of the impact on student development and professional identity

2024· article· en· W4400152432 on OpenAlex
Jennifer G Chang, Rachel G. Firebaugh, Curtis G. Jefferson

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJACCP JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY · 2024
Typearticle
Languageen
FieldHealth Professions
TopicPatient Safety and Medication Errors
Canadian institutionsnot available
FundersKaiser Permanente
KeywordsPharmacyCurriculumMedical educationIdentity (music)Competency assessmentProfessional developmentQuality (philosophy)Patient safetyPsychologyMedicinePedagogyNursingHealth carePolitical science

Abstract

fetched live from OpenAlex

Abstract Introduction Improving patient safety and quality of care is a national healthcare priority. While changes in healthcare systems help to address some concerns in this area, the knowledge, skills, and attitudes of healthcare professionals play a role as well. Health professions education programs have a responsibility to ensure comprehensive patient safety and quality training. Objectives This study aimed to evaluate the impact of integrating standardized safety and quality competencies from an evidence‐based framework in a patient safety and quality course within a Doctor of Pharmacy program. Methods A gap analysis was conducted using guidelines from the Canadian Patient Safety Institute (CPSI) to explore curricular coverage of the included concepts and competencies. The course was designed to address key competencies not addressed elsewhere in the curriculum. An adapted self‐assessment survey tool was administered at the end of the course for students to retrospectively assess changes in perceived skills and attitudes. Mean retrospective pre‐ and post‐scores were compared using the paired sample t ‐tests and Cohen d as a measure of effect size. Responses to an open‐ended question regarding how students could impact patient safety were qualitatively analyzed for emergent themes. Student performance on the course final exam was analyzed using descriptive statistics to assess knowledge. Results Sixty‐three students (80.8%) completed the survey and were included in the analysis. A statistically significant change was observed in 18 of the 24 self‐assessment items, with effect sizes in the modest to moderate range. Key themes emerged regarding student professional identity development including error prevention, error management, reporting culture, learning culture, just culture, and teamwork. The mean individual student score on the final examination was 87.67% ± 4.87%. Conclusion Findings suggest the new course using the CPSI framework had a positive impact on student knowledge, perceived skills, and attitudes in the area of patient safety.

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)0.014
metaresearch head score (Gemma)0.004
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 score0.040
Threshold uncertainty score0.546

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0140.004
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 integrity0.0000.001
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 head0.190
GPT teacher head0.593
Teacher spread0.403 · 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