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
BACKGROUND: Stevens-Johnson syndrome (SJS) and toxic epidermal necrolysis (TEN) are severe exfoliative diseases treated in burn centers due to large skin losses. Literature on SJS/TEN refers to parenteral nutrition (PN) as the preferred route of nutrition support. This study describes nutrition support interventions in SJS/TEN patients admitted to burn centers. MATERIALS AND METHODS: Seven burn centers participated in this Institutional Review Board-exempted retrospective chart review of adults with SJS/TEN admitted from 2000-2012. RESULTS: This analysis included 171 patients with SJS/TEN. Median total body surface area involvement was 35% (n = 145; interquartile range [IQR], 16%-62%). The majority required mechanical ventilation (n = 105). Based on indirect calorimetry, measured energy needs were 24.2 kcal/kg of admit weight (n = 58; IQR, 19.4-29.9). Thirty-one patients did not require enteral nutrition (EN) and started oral intake on hospital day 1 (IQR, 1-2), and 81% required EN support due to inadequate oral intake and remained on EN until day 16 (median hospital day, 16; IQR, 9-25). High-protein enteral formulas predominated. PN was rarely used (n = 12, 7%). Most patients were discharged home (57%), with 14% still requiring EN. CONCLUSIONS: Nutrition support should be considered in patients with SJS/TEN due to increased metabolic needs and an inability to meet these needs orally. Most SJS/TEN patients continued on EN and did not require escalation to PN.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.019 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it