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Record W4410640297 · doi:10.1016/j.aohep.2025.101928

A global comparison of hepatitis B & C drug pricing

2025· article· en· W4410640297 on OpenAlexaffabout
Leah Yao, Xiaohan Ying, Catherine Tsai, Arun Jesudian, Robert S. Brown, Stephen E. Congly

Bibliographic record

VenueAnnals of Hepatology · 2025
Typearticle
Languageen
FieldMedicine
TopicHepatitis C virus research
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsMedicineDrug pricingDrugHepatitis CHepatitisInternal medicineVirologyGastroenterologyIntensive care medicinePharmacologyActuarial science

Abstract

fetched live from OpenAlex

INTRODUCTION AND OBJECTIVES: Drug pricing is a major driver of healthcare spending in the United States (US) and the cost of medications in the US is up to three times higher than other countries. This cross-sectional study aims to investigate the current price differences between hepatitis B (HBV) and hepatitis C (HCV) antiviral therapies in the US as compared to peer high-income countries. MATERIALS AND METHODS: Publicly available drug formularies for Canada, UK, Japan, France, Germany, Italy, and Australia were used to collect 2024 prices for seven HBV medications (lamivudine, adefovir, tenofovir disoproxil fumarate (TDF), tenofovir alafenamide fumarate, entecavir, peginterferon alfa-2a, emtricitabine/TDF) and seven HCV medications (sofosbuvir/velpatasvir, sofosbuvir/ledipasvir, sofosbuvir, ribavirin, elbasvir/grazoprevir, glecaprevir/pibrentasvir, sofosbuvir/velpatasvir/voxilaprevir). US prices were obtained from UpToDate®'s listed representative average wholesale price and Medicare Part D 2022 drug prices. RESULTS: US prices for HBV originator medications were on average 4.71x (range 1.99-6.17x) the prices in the peer countries. US generic HBV drug prices for TDF, entecavir, and emtricitabine/TDF were on average 45% cheaper or 0.55x less than the average generic prices in peer countries (range 0.48-0.66x). US originator prices for HCV medications were on average 1.83x the prices in peer countries (range 0.63-2.66x). CONCLUSIONS: HBV and HCV originator medications cost significantly more in the US compared to seven other major industrial countries. However, the introduction of HBV generic medications has lowered the cost of treatment for patients in the US. Future adoption of international reference pricing may help bridge remaining pricing disparities.

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)0.001
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 score0.195
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.103
GPT teacher head0.469
Teacher spread0.366 · 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

Citations3
Published2025
Admission routes2
Has abstractyes

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