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
Boceprevir is a hepatitis C virus (HCV) serine protease NS3 inhibitor that has recently been approved by the U.S. Food and Drug Administration, the European Medicines Agency and Health Canada for the treatment of chronic genotype 1 HCV infection. It has potent in vitro antiviral activity against HCV genotypes 1a and 1b and is primarily metabolized via the aldoketoreductase pathway with minor cytochrome P450 3A4 metabolism. Boceprevir is well tolerated with few drug-drug interactions which are easy to manage; no dose adjustment is required in patients with hepatic or renal impairment. Phase I trials of boceprevir demonstrated favorable pharmacokinetic, metabolic and safety profiles. Phase II and III trials of boceprevir confirmed the antiviral activity of the drug and its use at a dose of 800 mg three times daily. Clinical trials in treatment-naive and previously treated HCV-infected patients demonstrated a 26% and 45% (respectively) improvement in sustained viral response when boceprevir was added to standard pegylated interferon and ribavirin anti-HCV therapy. Boceprevir is the first-in-class of an exciting new phase of HCV treatment.
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) | 0.002 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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