Are UK otorhinolaryngologists maintaining their research output?
Bibliographic record
Abstract
BACKGROUND: In the general surgical and anaesthetic literature, there has been a decline in research output originating from the UK. This study analysed the 10 globally leading and 2 UK leading otorhinolaryngology journals to determine whether this trend was also reflected within otorhinolaryngology. METHODS: Citable research output was analysed from 4 individual years, over a 10-year period (2000-2010), to determine absolute output, geographical mix and article type. RESULTS: The proportion of research output from the UK and Ireland grew 22.8 per cent among the leading global otorhinolaryngology journals, but fell 28.6 per cent among the leading two UK otorhinolaryngology journals. The converse trend was true for the USA and Canada. Output from European and the rest of the world grew among both sets of journals, while Japanese output fell. 'Research' articles remained the most prevalent type. CONCLUSION: These results are encouraging as they refute the fall in UK research output observed by other authors. In the face of growing challenges, it is important to maintain published output so that the fate that has befallen other specialties is not mirrored within UK otorhinolaryngology.
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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 | 0.017 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.006 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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; both teacher heads agree on what is shown here.
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".