‘We are in for a culture change’: continuing professional development leaders’ perspectives on COVID-19, burn-out and structural inequities
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
INTRODUCTION: The COVID-19 pandemic positioned healthcare systems in North America at the epicentre of the crisis, placing inordinate stress on clinicians. Concurrently, discussions about structural racism, social justice and health inequities permeated the field of medicine, and society more broadly. The confluence of these phenomena required rapid action from continuing professional development (CPD) leaders to respond to emerging needs and challenges. METHODS: In this qualitative study, researchers conducted 23 virtual semistructured interviews with CPD leaders in Canada and the USA. Interview audiorecordings were transcribed, deidentified and thematically analysed. RESULTS: This study revealed that the CPD leaders attributed the pandemic as illuminating and exacerbating problems related to clinician wellness; equity, diversity and inclusion; and health inequities already prevalent in the healthcare system and within CPD. Analysis generated two themes: (1) From heroes to humans: the shifting view of clinicians and (2) Melding of crises: an opportunity for systemic change in CPD. DISCUSSION: The COVID-19 pandemic increased recognition of burn-out and health inequities creating momentum in the field to prioritise and restrategise to address these converging public health crises. There is an urgent need for CPD to move beyond mere discourse on these topics towards holistic and sustainable actionable measures.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| 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