Bibliographic record
Abstract
Autoimmune hepatitis (AIH) is a progressive inflammatory hepatopathy characterized by hypergammaglobulinemia, specific autoantibodies, interface hepatitis, and normal cholangiography in the absence of viral infection. AIH is rare in both adults and children though epidemiologic data are limited and may be biased by underrecognition, particularly in underdeveloped countries. Histologic evaluation is required for the diagnosis of AIH. Unique to childhood is the particularly challenging issue of distinguishing between AIH and autoimmune sclerosing cholangitis. Longterm immunosuppression is the cornerstone of therapy in pediatric and adult AIH and requires corticosteroid based induction followed by, ideally, steroid sparing maintenance of remission with azathioprine. Firstline therapy relies on corticosteroid based induction usually at a daily dose of 0.5 mg/kg, though effective use of lower doses has been suggested. Secondline therapy may need to be considered in 10–15% of patients as a result of either intolerance or suboptimal response to standard regimens.
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.083 | 0.041 |
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".