Cognitive and Behavioral Outcomes in Individuals With a History of Acute Disseminated Encephalomyelitis (ADEM)
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
We describe cognitive and behavioral outcomes in 12 males and 7 females diagnosed with acute disseminated encephalomyelitis (ADEM) in childhood. Age at assessment ranged from 6 to 23 years and all participants were at least 2 years post-ADEM presentation (mean 5.4 years). Performance was compared with 18 control subjects. Three of 19 ADEM patients met criteria for cognitive impairment, defined as performance falling ≤1.5 SD on at least three tests. Age at ADEM-onset was not associated with outcome. Despite the transient nature of the illness and absence of persistent physical disability, cognitive sequelae occur in some individuals following childhood ADEM.
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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 | 0.000 |
| 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 | 0.001 |
| 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 it