Epinephrine (adrenaline) in the First‐Aid, Out‐Of‐Hospital Treatment of Anaphylaxis
Bibliographic record
Abstract
Epinephrine (adrenaline), the initial treatment of choice for systemic anaphylaxis, is an alpha- and beta-adrenergic agonist with bidirectional, cyclic adenosine monophosphate-mediated pharmacological effects on target organs, and a narrow therapeutic index. In a recent study, 0.95% of a geographically-defined population was found to have had epinephrine dispensed for out-of-hospital use; dispensing rates within this population varied from 1.44% for individuals under age 17 years to 0.32% for those older than 65 years. Although epinephrine is widely available in the community, it is not necessarily given in a timely manner when anaphylaxis occurs. Individuals with anaphylaxis may fail to respond to first-aid treatment with epinephrine for a variety of reasons. These include: (1) delay in treatment (in an animal model, epinephrine injection at the nadir of shock fails to provide sustained haemodynamic recovery); (2) administration of epinephrine by sub-optimal routes such as subcutaneous injection or inhalation from a pressurized metered-dose inhaler instead of intramuscular injection; (3) administration of an inappropriately low epinephrine dose due to the limitations currently imposed by the availability of only two fixed-dose auto-injectors: EpiPen Jr 0.15 mg or EpiPen 0.3 mg; and (4) injection of 'outdated' epinephrine, with inadvertent administration of an inadequate dose. Additional fixed-dose formulations of epinephrine are needed to facilitate optimal first-aid dosing in patients of all ages and sizes.
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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 | 0.002 |
| 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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".