The Use of Epinephrine in Acute Allergic Reaction to Food
Bibliographic record
Abstract
A 2-year-old boy presents in the emergency department (ED) for hives on his torso and arms. His medical history is unremarkable except for an egg allergy. His parents are certain he has not been in contact with egg. The pruritus and hives appeared spontaneously about 20 minutes prior. The last meal was more than 2 hours ago and contained no suspect ingredient. The patient is in no apparent distress and vital signs are within normal limits. His lungs are clear. Ear-nose-throat (ENT) exam reveals conjunctivitis and rhinitis. He is given oral diphenhydramine, but within 5 minutes, he reports throat pruritus and the mother notes a change in voice. The nurse asks whether she should administer the intramuscular (IM) epinephrine.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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".