Resources Repository
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ArticlePublication 2022Cost-Effectiveness & Value-of-Information Analysis Using Machine Learning-Based Metamodeling: A Case of Hepatitis C Treatment
This study compares machine learning (ML)-based metamodels with conventional metamodeling approaches in replicating the outcomes …
This study compares machine learning (ML)-based metamodels with conventional metamodeling approaches in replicating the outcomes of a complex simulation model of hepatitis C virus (HCV) natural history. Three ML-based metamodels (random forest, support vector regression, and artificial neural networks) and a linear regression-based metamodel were developed from the simulation model's 40 input parameters. Performance evaluation included root mean squared error (RMSE) and Pearson's R2 on normalized data. ML-based metamodels generally outperformed linear regression, with random…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases -
ArticlePublication 2022Cost-Effectiveness of Screening for Atrial Fibrillation Using Wearable Devices
This economic evaluation assesses the cost-effectiveness of atrial fibrillation (AF) screening strategies, particularly utilizing wrist-worn …
This economic evaluation assesses the cost-effectiveness of atrial fibrillation (AF) screening strategies, particularly utilizing wrist-worn wearable devices, to prevent strokes. Conducted using a microsimulation decision-analytic model, the study spans from September 8, 2020, to May 23, 2022, incorporating 30 million simulated individuals representative of the US population aged 65 years or older. Eight screening strategies, including six employing wrist-worn devices and two using traditional methods, were compared against no screening. Results indicate that all wrist-worn…
Microsimulation | Health/Medicine | Chronic Disease/Risk | Cost-Effectiveness Analysis | North America -
ArticlePublication 2021Cost-Effectiveness of Hypertension Treatment by Pharmacists in Black Barbershops
The Los Angeles Barbershop Blood Pressure Study (LABBPS) examined the effectiveness and cost of a …
The Los Angeles Barbershop Blood Pressure Study (LABBPS) examined the effectiveness and cost of a one-year pharmacist-led hypertension care intervention in Black-owned barbershops in Los Angeles County, focused on non-Hispanic Black men with uncontrolled hypertension. Using a discrete event simulation, the researchers projected the 10-year health outcomes and health care costs associated with the intervention compared to a control group. The costs and quality-adjusted life-years (QALYs) were calculated from a health care sector perspective, with…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Cost-Effectiveness Analysis | Clinical Care | North America -
Resource PackPublication, Teaching Resource 2022Resource Pack: Decision Analysis & Childhood Obesity
This resource pack on childhood obesity was curated by the Center for Health Decision Science …
This resource pack on childhood obesity was curated by the Center for Health Decision Science to showcase existing cost-effectiveness analyses and motivate students, educators, and others to pursue new applications of decision science methods to the public health challenge of obesity. The resource pack was motivated by the NEJM article entitled Simulation of Growth Trajectories of Childhood Obesity into Adulthood published on November 30, 2017, with CHDS co-authors Zach Ward and Stephen Resch. Citation: Ward Z, Long M,…
Health Outcomes | Health/Medicine | Chronic Disease/Risk | Costing Methods | Cost-Effectiveness Analysis | Child/Nutrition | Policy/Regulation | Clinical Care | Culture/Society | Economics/Finance | Food/Agriculture | North America -
ArticlePublication 2018Consequences of a Cigarette Price Increase in 13 Middle Income Countries
This study used extended cost-effectiveness analysis to examine the impact of a 50% increase in …
This study used extended cost-effectiveness analysis to examine the impact of a 50% increase in market prices of cigarettes on health, poverty, and financial protection for men in 13 middle income countries. A 50% increase in cigarette prices would lead to about 450 million years of life gained across the 13 countries from smoking cessation, with half of these in China. Across all countries, men in the bottom income group would gain 6.7 times more…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Social Determinants | Policy/Regulation | Global -
ArticlePublication 2017Distributional Benefits of Tobacco Tax and Smoke-Free Workplaces in China
This study used the extended cost–effectiveness analysis (ECEA) to evaluate, across income quintiles of the …
This study used the extended cost–effectiveness analysis (ECEA) to evaluate, across income quintiles of the male population, the premature deaths averted, the change in tax revenues generated, and the financial risk protection procured, that would follow a 75% increase in cigarette prices through substantial increments in excise tax fully passed onto consumers, and a nationwide total implementation of workplace smoking bans. A 75% increase in cigarette prices would avert about 24 million premature deaths among…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Social Determinants | Policy/Regulation | Asia & Pacific -
ArticlePublication 2015Consequences of Tobacco Tax in Rich and Poor Smokers in China: An ECEA
This study used the extended cost-effectiveness analysis methods to estimate, across income quintiles of the …
This study used the extended cost-effectiveness analysis methods to estimate, across income quintiles of the male population, the health benefits (years of life gained), the additional tax revenues raised, the net financial consequences for households, and the financial risk protection provided to households, that would be caused by a 50% increase in tobacco price through excise tax fully passed onto tobacco consumers in China. The analysis showed that a 50% increase in tobacco price through…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Social Determinants | Policy/Regulation | Asia & Pacific -
ArticlePublication 2013Agent-Based Simulation Modelling Approach to ECEA of Health Interventions
This study develops a dynamic agent-based simulation model, the Disease Control Priorities Simulation (DCPSim) model, …
This study develops a dynamic agent-based simulation model, the Disease Control Priorities Simulation (DCPSim) model, to estimate the health and economic benefits of health interventions and policies. Authors examined two different policies that can scale up the availability of drugs for secondary prevention of acute myocardial infarction (AMI) in India: a universal public provision (UPP) that provides a drug for free at public health facilities, and a universal public finance (UPF) that provides a drug…
Dynamic Simulation | Health/Medicine | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Social Determinants | Policy/Regulation | Asia & Pacific -
ArticlePublication 2016Health and Economic Benefits of Public Financing of Epilepsy Treatment in India
This study uses extended cost-effectiveness analysis (ECEA) to evaluate the impact of three scenarios of …
This study uses extended cost-effectiveness analysis (ECEA) to evaluate the impact of three scenarios of publicly financed national epilepsy programs in India that provide (1) first line antiepilepsy drugs (AEDs), (2) first- and second-line AEDs, and (3) first- and second-line AEDs and surgery. Outcome measures include disability-adjusted life years (DALYs) averted, and cost per DALY averted. Economic benefit measures estimated include out-of-pocket (OOP) expenditure averted and money-metric value of insurance. All three scenarios represent a…
Microsimulation | Health/Medicine | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Economics/Finance | Asia & Pacific