Incidence and Outcomes of Severe Anaphylaxis in Paediatric Patients in Atlantic Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Little is known about severe anaphylaxis in the pediatric population. In this retrospective cohort study, we aimed to describe the characteristics of children who required admission from an outpatient setting to one of two Pediatric Intensive Care Units in Atlantic Canada with a primary diagnosis of anaphylaxis. During the 10-year study period, there were 12 admissions (58% females) for a population incidence of 2.4 per 100,000 children. Both patients who died were adolescents with a witnessed anaphylaxis event, immediately recognized as such after exposure to a known allergen, with immediate access to epinephrine that was not administered until after cardiorespiratory arrest occurred. This study highlights the high mortality associated with severe anaphylaxis and the ongoing need for education surrounding the early administration of intramuscular epinephrine.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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 it