What can we learn from pandemic educational methods?: military general practice trainees’ attitudes to feedback from recorded consultations
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
BACKGROUND: Recorded consultations are a useful tool for developing consultation skills for general practice speciality trainees (GPSTs). Historical barriers to utility include a lack of recording equipment and trainee discomfort. Widespread use of online communication platforms during the pandemic led to the introduction of the Recorded Consultation Assessment (RCA), prompting an exploration of its impact on GPSTs' attitudes and acceptability of using recorded consultations for feedback. AIM: This sequential explanatory mixed methods study explored attitudes of military GPSTs towards using recorded consultations for feedback to develop consultation skills, and identify factors influencing GPST attitudes. METHODS: Participants of this study completed a questionnaire, followed by a representative sample focus group. Descriptive statistics were used to analyse quantitative data, reflexive thematic analysis was employed for qualitative data. Triangulation was conducted using a meta-matrix. RESULTS: Results indicated agreement among respondents on the usefulness of recorded consultations for developing consultation skills, particularly communication skills. Perceived trainer attitudes significantly influence the GPST utility of this tool. The RCA positively impacted attitudes, providing familiarity, free access to easy-to-use online recording platforms, simplified consenting procedures, secure data storage, and improved feedback quality from trainers. CONCLUSION: Pre-pandemic studies cited equipment access and consent procedures as barriers to utilising recording as a method of feedback. The pandemic and RCA introduced online resources and imperative to utilise this method, resulting in largely positive GPST learning experiences. As we move away from the RCA it is important to retain institutional memory of the benefits gained from feedback using recorded methods.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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