Manipulation of nasal fractures under local anaesthetic: a convenient method for the Emergency Department and ENT clinic
Bibliographic record
Abstract
BACKGROUND: Nasal fractures are the commonest facial fracture. They can cause morbidity in terms of nasal obstruction and cosmesis. They can be treated by simple external digital manipulation, provided they are seen and assessed in a timely fashion. This manipulation is commonly done under general anaesthetic (GA), which utilises precious resources and may cause delays in treatment. SUMMARY OF EVIDENCE FOR PROPOSED METHOD: A recent comprehensive systematic review has shown local anaesthetic (LA) to be comparable to GA in terms of cosmesis, airway patency and patient acceptability. The experience for the patient is akin to that of a dental filling, and can be made more painless with the use of topical anaesthesia. PROPOSED METHOD: In the current age of evidence-based medicine and drive for cost-effective management decisions, it is thought that LA manipulation may offer a superior option to GA. A simple method for manipulation under LA is presented that can be done in the Emergency Department.
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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 | 0.002 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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".