Autoimmune Hepatitis: Factors Involved in Initiation and Methods of Diagnosis and Treatment
Bibliographic record
Abstract
Autoimmune hepatitis is an acute or mostly chronic liver disease that can affect both adults and children and has a clear prevalence for the female sex. A definite etiology has not been established, but it is known that genetic predisposing profiles and exogenous trigger factors are involved. The main diagnostic criteria include typical histological features, the occurrence of serum auto-antibodies, and increased levels of transaminases and gamma-globulins. Instances of autoimmune hepatitis sharing features with other autoimmune liver diseases have also been observed. An imbalance of the immune system with persistent activation of effector T cells has been emphasized to account for the sustained liver injury. Clinical manifestations are variable both at presentation and throughout the course of the disease, ranging from an asymptomatic state or the occurrence of non-specific symptoms to the features of end-stage liver disease such as jaundice, ascites, and gastrointestinal bleeding. A clinical and biochemical remission is achieved in at least 80% of patients receiving corticosteroids with or without the addition of azathioprine. Alternative therapeutic schedules have been proposed for unresponsive and intolerant patients. Given that relapse often occurs after therapy withdrawal, maintenance treatment is usually required.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.003 |
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".