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Record W4412933690 · doi:10.1093/ofid/ofaf454

Direct-Acting Antiviral Initiation Among People With Hepatitis C Virus (HCV) and HIV on Antiretroviral Therapy in the United States and Canada: Factors Driving the HCV Treatment Gap

2025· article· en· W4412933690 on OpenAlexaffabout
Raynell Lang, Elizabeth Humes, Asya Lyass, Leila H. Borowsky, Brenna Hogan, Arthur Y. Kim, Michael P. LaValley, Michael J. Silverberg, H. Nina Kim, Sonia Napravnik, Richard D. Moore, Michael A. Horberg, Frank J. Palella, Greg Kirk, Edward R. Cachay, George A. Yendewa, Seble Kassaye, Kathleen A. McGinnis, Sally B. Coburn, Timothy R. Sterling, Marina B. Klein, Mari M. Kitahata, Catherine R. Lesko, Virginia A. Triant, Keri N. Althoff

Bibliographic record

VenueOpen Forum Infectious Diseases · 2025
Typearticle
Languageen
FieldMedicine
TopicHepatitis C virus research
Canadian institutionsMcGill University Health CentreUniversity of Calgary
FundersEunice Kennedy Shriver National Institute of Child Health and Human DevelopmentNational Institute of Diabetes and Digestive and Kidney DiseasesNational Institute of Allergy and Infectious DiseasesNational Institute on Deafness and Other Communication DisordersNational Institute on AgingNational Institutes of Health
KeywordsMedicineViremiaHazard ratioHepatitis CCoinfectionHepatitis C virusInternal medicineProportional hazards modelCumulative incidenceImmunologyHuman immunodeficiency virus (HIV)Confidence intervalCohortVirus

Abstract

fetched live from OpenAlex

Background: People with human immunodeficiency virus (HIV; PWH) are at increased risk of hepatitis C virus (HCV) coinfection and experiencing negative clinical outcomes. We evaluated direct-acting antiviral (DAA) initiation among PWH with HCV to identify factors associated with initiation. Methods: US and Canadian PWH ≥18 years with a detectable HCV RNA in the North American AIDS Cohort Collaboration on Research and Design were followed up from the latest of first detectable HCV viremia, antiretroviral therapy initiation, enrollment date, or 1 January 2014 until the first of DAA prescription, clearance of HCV viremia, loss to follow-up, death, or 31 December 2021. We estimated the cumulative incidence of DAA initiation accounting for the competing risks of death and HCV viral clearance. Cox proportional hazard models estimated crude and adjusted hazard ratios and 95% confidence intervals to identify factors associated with DAA initiation. Results: Among 6300 PWH with a detectable HCV RNA, 3672 (58%) initiated DAA. Accounting for the competing risks of death and HCV clearance, by 8 years after study entry 6% of eligible PWH had not initiated DAA. A lower rate of DAA initiation was identified among non-Hispanic black and Hispanic PWH compared with non-Hispanic white PWH. DAA initiation was lower among PWH reporting injection drug use as their HIV acquisition risk, at-risk alcohol use, smoking, detectable HIV viremia, or a history of AIDS. A higher Fibrosis-4 score was associated with increased DAA initiation. Conclusions: The DAA initiation gap among PWH engaged in care and eligible for treatment has greatly narrowed over time. Targeted approaches to increase equity in DAA initiation are needed to eliminate HCV among PWH.

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 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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.076
Threshold uncertainty score0.518

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.018
GPT teacher head0.292
Teacher spread0.274 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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