Scorpion sting: a narrative review and proposed guidelines for contemporary UK armed forces operations
Bibliographic record
Abstract
Scorpions are venomous arthropods with a wide geographical footprint and are endemic throughout all UK Armed Forces operational areas outside of Northern Europe. Scorpion stings are common on military exercises and operations. Here, we present a narrative review summarising epidemiological data pertaining to scorpions in geographical areas of contemporary operational relevance to the UK Armed Forces and suggest evidence-based treatment recommendations suitable for use in a military environment, providing an update to the last detailed review in 2008. The overwhelming majority of stings will result only in local pain and can be managed with analgesia at Role 1 medical treatment facilities. The risk of severe envenoming is greatest in the Middle East. Children and pregnant women are at increased risk of severe envenoming which most commonly manifests as hypertensive crisis. These patients should be evacuated to hospital care and managed supportively in a critical care environment.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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".