ENT in general practice: training, experience and referral rates
Bibliographic record
Abstract
A postal survey of 500 general practitioners (GPs) in south-west England was undertaken to evaluate the levels of undergraduate and postgraduate otolaryngology training and/or experience received by GPs in that area. Most GPs had received two weeks of undergraduate training in ENT, which had involved no formal assessment. Three-quarters of GPs considered this inadequate. A quarter of GPs had completed a hospital post in ENT prior to entering general practice, most of which lasted three months. Sixty-one per cent of GPs had received some formal postgraduate training in ENT, in the form of courses, lectures or hospital training sessions. Almost half of the GPs considered this inadequate. Seventy-five per cent of GPs stated they would like further training in ENT. Subjective estimates of referral rates to hospital ENT specialist clinics varied considerably. This study illustrates the variability and level of dissatisfaction regarding ENT training amongst GPs at both undergraduate and postgraduate levels.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".