A qualitative study of patients’ and caregivers’ perspectives on educating healthcare providers
Bibliographic record
Abstract
BACKGROUND: Patients/caregivers can be actively involved in the education of healthcare providers (HCPs). The purpose of this study was to explore patients'/caregivers' perspectives on their involvement and roles in the education of HCPs. METHODS: We invited patients/caregivers to participate in one-on-one semi-structured interviews. We analyzed the interview data using conventional content analysis to identify themes. RESULTS: In terms of patient/caregiver involvement in the education of HCPs, we identified that patients/caregivers perceive that it: (a) is challenging because of power-differentials between themselves and HCPs; (b) requires patient training; (c) needs to start early in HCPs' education processes; (d) can improve patient-HCP partnerships; and (e) requires compensation for patients. With regards to the roles that patients can play in educating HCPs, we found that patients/caregivers want to: (a) teach HCPs about patients' expectations, experiences and perspectives through case studies, storytelling, and educational research; (b) provide direct feedback to HCPs; and (c) advise on curricula development and admission boards for HCPs. CONCLUSIONS: Understanding patients'/caregivers' perspectives on this topic can help educational leaders and HCPs improve active patient/caregiver involvement in the education of HCPs. We need to listen to patients'/caregivers' voices in order to make effective changes in current and future health professions education.
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How this classification was reachedexpand
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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".