MétaCan
Menu
Back to cohort
Record W186075104

Non-nucleoside inhibitors of the HCV NS5B polymerase: progress in the discovery and development of novel agents for the treatment of HCV infections.

2007· article· en· W186075104 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePubMed · 2007
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicBiochemical and Molecular Research
Canadian institutionsBoehringer Ingelheim (Canada)
Fundersnot available
KeywordsNS5BRibavirinAllosteric regulationNucleosidePolymeraseRNA polymeraseVirologyHepatitis C virusMedicinePharmacologyEnzymeBiologyRNAVirusHepacivirusGeneBiochemistry
DOInot available

Abstract

fetched live from OpenAlex

The severe health conditions associated with chronic HCV infection remain a global concern. Small-molecule drugs that specifically target essential virally encoded enzymes have not yet progressed to market, and the current standard of care continues to rely on a combination of pegylated IFN with ribavirin. This therapy has serious side effects and a significant proportion of patients infected with HCV genotype 1 (the major genotype in industrialized countries) have an unsatisfactory outcome with this therapy. Major advances have been realized in the development of specific non-nucleoside inhibitors of the viral NS5B RNA-dependent RNA polymerase. This well-characterized replicative enzyme is a highly drugable target that, in addition to its active site, features at least three known allosteric binding pockets that regulate RNA synthesis and are suitable for inhibitor design. Clinical proof-of-concept for allosteric non-nucleoside HCV polymerase inhibitors has been reported and several compounds have progressed into preclinical studies. It is likely that in the future NS5B inhibitors will form an integral part of more effective anti-HCV therapies, combining the use of small-molecule antiviral drugs with or without the assistance of immune modulators such as IFNs in order to minimize the emergence of resistance.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.581
Threshold uncertainty score0.169

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.023
GPT teacher head0.279
Teacher spread0.256 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it