Can J Infect Dis Med Microbiol Vol 26 No 2 March/April 2015 69 childhood encephalitis in canada in 2015
Bibliographic record
Abstract
There are few conditions more devastating than severe encephal-itis, in which a previously healthy child progresses, within days, from a nonspecific and apparently benign febrile illness to coma, seiz-ure and irreversible brain injury. The current article focuses on key aspects of the etiology and management of acute and subacute child-hood encephalitis beyond the neonatal period in the Canadian con-text. Several recent publications provide comprehensive reviews on the diagnostic approach to suspected encephalitis in both children and adults (1,2). Strictly speaking, a diagnosis of encephalitis requires proof of brain inflammation. However, in practice, the diagnosis is usually a clinical one, based on the presence of symptoms and signs including fever, head-ache, seizure or altered consciousness, and indirect evidence of brain inflammation such as cerebrospinal fluid (CSF) pleocytosis, elevated CSF protein level or suggestive neuroimaging abnormalities. Reduced consciousness – the hallmark of encephalopathy – is present in most
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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) | 0.004 | 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".