A 10-Year Review of Necrotizing Fasciitis in the Pediatric Population: Delays to Diagnosis and Management
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To assess the promptness and appropriateness of management in pediatric cases of necrotizing fasciitis (NF). METHODS: A retrospective chart review examined cases of pediatric NF treated at a pediatric tertiary care center over a 10-year period. RESULTS: Twelve patients were identified over the 10-year period. The median (25th to 75th centile) times to appropriate antibiotic administration, infectious disease consults, surgical consults and debridement surgeries were 2.6 (2.1-3.2), 7.7 (3.4-24.4), 4.6 (1.7-21.0), and 22.1 (10.3-28.4) hours following assessment at triage. The initial antibiotic(s) administered covered the causative organism in 9 of 12 cases. The median (25th to 75th centile) length of hospital stay was 21 (14.0-35.5) days. CONCLUSIONS: The large variability in the care of these patients speaks to the range of their presenting symptomatology. The lack of a standardized approach to the pediatric patient with suspected NF results in delays in management and suboptimal antibiotic choice.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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) | 0.000 | 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