Vomiting and Cardiac Arrest in a 10-Year-Old Girl
Bibliographic record
Abstract
ABSTRACT: Primary adrenal insufficiency is a potentially life-threatening condition that provides a diagnostic challenge because many patients have months to years of insidious symptomatology. Adrenal crisis is the extreme acute manifestation of primary adrenal insufficiency, presenting with any, or all, of severe weakness, altered mental status, hypotension, and rarely cardiorespiratory arrest. Primary adrenal insufficiency should be considered in patients with clinical features of glucocorticoid and/or mineralocorticoid deficiency. These features however, such as hyperpigmentation, may be subtle, and so a degree of suspicion is needed to make the diagnosis. In extremis, children may present with fluid and catecholamine refractory shock. The management of an adrenal crisis includes prompt delivery of stress-dose corticosteroids together with aggressive organ support and correction of metabolic and electrolyte disturbances. We report the case of a previously healthy 10-year-old child that presented to a community emergency department in pulseless arrest, in whom adrenal crisis was suspected as well as treated early, and was subsequently successfully resuscitated.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.005 |
| 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".