Experiences and expectations of refugee doctors
Bibliographic record
Abstract
BACKGROUND: Refugee doctors constitute a potentially valuable resource for reducing the recruitment crisis in psychiatry. However, various hurdles make their route into the National Health Service (NHS) difficult. AIMS: To explore the perceptions and experiences of refugee doctors trying to practise psychiatry in the UK. METHOD: Thirty-one refugee doctors participated in qualitative interviews designed to elicit their experiences in trying to practise as doctors in the UK. Twenty were re-interviewed about 6 months later. RESULTS: Doctors identified a range of practical problems that made it difficult for them to take the required steps towards practising in the UK. These included lack of appropriate information, lack of a clear route through the system and feelings of isolation. The English language examination was seen as a particular bottleneck, as were finding clinical attachments. The psychological impact of the experience was profound. CONCLUSIONS: These findings have important implications for how refugee doctors are introduced to the practice of psychiatry in the NHS.
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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 | 0.000 | 0.000 |
| 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 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".