Neurodevelopmental outcome of young pediatric intensive care survivors of serious brain injury*
Bibliographic record
Abstract
OBJECTIVES: To determine the number of children with severe brain injury due to closed head injury or hypoxic-ischemic encephalopathy as a proportion of all admissions of children <3 yrs of age in the regional pediatric intensive care unit; to determine the outcome of these children at >6 mos postinjury; and to explore the relationship of outcome measures to predictors of outcome obtained within the first 24 hrs after brain injury. DESIGN: Prospective, descriptive outcome study of an inception cohort. RESULTS: Neonatal and Infant Follow-up Clinic, Glenrose Rehabilitation Hospital, Edmonton, Canada. PATIENTS: Of a cohort of 53 children of <3 yrs of age (4% of pediatric intensive care unit admissions, 1995-1998) admitted for severe acquired brain injury (Glasgow Coma Score, 80% have adverse outcome of death, disability, or mental or motor developmental scores below average. A Glasgow Outcome Scale of 5 overestimates good recovery. Universal registry and follow-up of these children are needed.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| 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) | 0.001 | 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 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".