Patient Safety and Quality of Care are Everybody's Business: Evaluating the Impact of a Continuing Professional Development Program beyond Satisfaction
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.
Bibliographic record
Abstract
<ns4:p>This article was migrated. The article was marked as recommended. BackgroundResearch integrating Continuing Professional Development (CPD) with patient safety (PS) and quality improvement (QI) is still in its infancy despite advocacy by leaders in the field.ObjectivesThis theory-driven study explored the feasibility to implement and evaluate the impact of a CPD intervention focused on teaching and practicing PS and QI at the levels of satisfaction, usefulness, knowledge, confidence, intention to change behaviour and reported changes in practice.MethodsThree workshops targeting healthcare professionals were delivered live between 2014 and 2016. Data was collected longitudinally through four questionnaires and analyzed with descriptive statistics and triangulation of sources. Thematic analysis of qualitative data was guided by the Theoretical Domains Framework.ResultsSixty-seven healthcare professionals participated in the study. Across workshops, satisfaction was high and a significant increase in knowledge and confidence were reported immediately post-intervention. Intention to change behavior was high across workshops. 'Moral norm' and 'beliefs about consequences' were consistently rated as the most influential factors in participants' intention to change behavior while 'social influence' was consistently rated as the least influential. At the workshops, participants anticipated improving communication, increasing their knowledge on PS-QI, applying content learned and building teamwork. Commonly anticipated barriers to implementation included lack of resources, environmental stressors, and the organizational climate/culture. These barriers were confirmed six-month post where participants reported partially implementing 78% (18/23) anticipated goals.ConclusionsThis study showed the feasibility to develop and implement an effective CPD intervention supporting healthcare professionals' knowledge, confidence, and reported change in teaching and practicing PS-QI.</ns4:p>
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it