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Record W4205794018 · doi:10.1016/j.cjco.2022.01.003

Cost-Effectiveness of Canakinumab From a Canadian Perspective for Recurrent Cardiovascular Events

2022· article· en· W4205794018 on OpenAlexafffundabout
Kevin E. Boczar, Rob Beanlands, George A. Wells, Doug Coyle

Bibliographic record

VenueCJC Open · 2022
Typearticle
Languageen
FieldMedicine
TopicViral Infections and Immunology Research
Canadian institutionsUniversity of Ottawa
FundersGE HealthcareCanadian Institutes of Health ResearchLantheus Medical Imaging
KeywordsCanakinumabMedicineCost–benefit analysisQuality-adjusted life yearHealth economicsHealth careCost effectivenessDiseaseInternal medicineRisk analysis (engineering)Public health

Abstract

fetched live from OpenAlex

Background: Cardiovascular (CV) disease is a condition with high levels of morbidity and mortality. Canakinumab is a novel monoclonal antibody therapy that has been shown to reduce CV events but is associated with side effects and high cost. The main objective for this analysis is to determine whether canakinumab use is cost-effective for the prevention of recurrent CV events. Methods: A decision model was developed to estimate the direct costs and outcomes among patients who have suffered a myocardial infarction and are treated with canakinumab. A lifetime study horizon was used to analyze the base-case costs and utilities from the perspective of the Canadian publicly funded healthcare system. Markov modeling was used in combination with Monte Carlo simulation to derive expected values for costs and quality-adjusted life years (QALYs), permitting the calculation of incremental cost-effectiveness ratios. Results: Canakinumab was associated with higher average lifetime costs per patient ($457,982 vs $82,565) and higher average QALYs per patient (14.90 vs 14.20), compared with standard of care. Thus, the incremental cost per QALY gained for canakinumab treatment vs standard-of-care therapy was $535,365. The probability that canakinumab treatment is cost-effective was 0%. Results were consistent over a range of scenario analyses. Conclusions: Treatment of patients post-myocardial infarction with canakinumab is not cost-effective, compared with standard-of-care therapy at the current price. Based on currently accepted willingness-to-pay thresholds in Canada, a reduction in price of 91% is required to yield a cost per patient that would be considered appropriate.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.686
Threshold uncertainty score0.945

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0010.000

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 head0.083
GPT teacher head0.394
Teacher spread0.312 · 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 designNot applicable
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

Citations5
Published2022
Admission routes3
Has abstractyes

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