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: Nonalcoholic steatohepatitis occurs commonly in adults with obesity or diabetes mellitus. There are only a few reports of this condition in children. METHODS: Prospective consecutive clinical series. RESULTS: Between December 1985 and April 1995, 36 children (21 boys, 15 girls) were diagnosed with nonalcoholic steatohepatitis at the Hospital for Sick Children, Toronto. The median age at diagnosis was 12 years (range, 4-16 years). Most patients were referred because of elevated serum aminotransferases or abnormal hepatic sonogram. Thirty patients (83%) were obese. Two patients had diabetes mellitus at diagnosis, and it developed later in two. Fifteen patients had palpable hepatomegaly, and one of these had splenomegaly. None had physical signs of chronic liver disease. Thirteen of 36 patients had acanthosis nigricans. Serum aminotransferases were elevated in all but one patient. Tests for Wilson disease and chronic hepatitis B and C were negative. Serum lipid profiles were abnormal in 18 patients: 7 had hypercholesterolemia, and 11 had hypertriglyceridemia. Twenty-four of 31 examined had abnormal liver sonograms suggestive of fatty infiltration. Twenty-four patients underwent percutaneous liver biopsy: all showed large-droplet fat. Inflammation was present in 88% and fibrosis-cirrhosis in 75%. One 10-year-old patient had established cirrhosis at diagnosis. CONCLUSIONS: Nonalcoholic steatohepatitis occurs in children, is clinically diverse, and may not be benign.
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 | 0.000 | 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 | 0.000 |
| 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