Histological Response to Interferon Alfa-Based Therapies in Hepatitis C
Bibliographic record
Abstract
Histological response is defined as an improvement in the severity of liver inflammation with or without an improvement in fibrosis in patients following treatment for an acute or chronic liver disorder. Histological response occurs in patients with chronic hepatitis C virus (HCV) infection who have had a sustained virological response following treatment with interferon (IFN) therapy and in a percentage of nonresponders. Continuing IFN long term as maintenance therapy has been shown to prevent histological progression in patients who had both a marked decline in serum HCV RNA level during treatment and a histological response on repeat histological analysis. Prospective controlled trials are currently evaluating the benefits of low-dose maintenance therapy with pegylated IFN in HCV patients who have failed to achieve sustained virological response. In the future, the development of serum markers of fibrosis may allow for monitoring of hepatic fibrosis and histological response to therapy without the need to perform repeat liver biopsy.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".