Resources Repository
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ArticlePublication 2021New Microsimulation Models to Inform Cervical Cancer Control
Health decision models consider the lifetime natural history of human papillomavirus (HPV) infection and pathogenesis …
Health decision models consider the lifetime natural history of human papillomavirus (HPV) infection and pathogenesis of cervical cancer, and estimate the long-term impact of preventive interventions. We propose a new health decision modeling framework that de-emphasizes previously used cytologic-colposcopic-histologic diagnoses, which are subjective and lack reproducibility, relying instead on HPV type and duration of infection as the major determinants of model transition probabilities. We posit that new model health states and corollary transitions are universal,…
Mathematical Models | Calibration/Validation | Infectious Diseases | Microsimulation | Decision Analysis | Cost-Effectiveness Analysis | Global -
ArticlePublication 2022Excess Mortality and Elevated Body Weight in the U.S.
This analysis estimates excess mortality associated with elevated body weight in the United States by …
This analysis estimates excess mortality associated with elevated body weight in the United States by state and demographic subgroup. The authors developed a nationally-representative microsimulation (individual-level) model of US adults between 1999 and 2016, based on risk factor data from the Behavioral Risk Factor Surveillance System and body-mass index (BMI) mortality hazard ratios from a global pooling dataset. The model was calibrated to empirical all-cause mortality rates from CDC WONDER by state and subgroup, and…
Calibration/Validation | Social Determinants | Chronic Disease/Risk | Health Outcomes | Microsimulation | North America -
ArticlePublication 2021Impact of COVID-19 on Cancer Diagnosis and Survival in Chile
This paper estimates the impact of the COVID-19 pandemic on delays in cancer diagnosis in …
This paper estimates the impact of the COVID-19 pandemic on delays in cancer diagnosis in Chile, using a microsimulation model of five cancers: breast, cervix, colorectal, prostate, and stomach. The model simulates cancer incidence and progression, as well as stage-specific cancer detection and survival probabilities, and was calibrated to empirical data on monthly detected cases, stage at diagnosis, and 5-year net survival. The analysis accounted for the impact of COVID-19 on month-by-month excess mortality and…
Calibration/Validation | Chronic Disease/Risk | Infectious Diseases | Health Outcomes | Microsimulation | Latin America & Caribbean -
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 | Chronic Disease/Risk | Infectious Diseases | Health/Medicine -
ArticlePublication 2020Expanding Oral Disease Treatment is Cost Effective
This study developed a stochastic microsimulation model of oral health conditions, type-2 diabetes (T2D), T2D-related …
This study developed a stochastic microsimulation model of oral health conditions, type-2 diabetes (T2D), T2D-related microvascular diseases, and CVD, to project the cost-effectiveness of expanding periodontal treatment coverage among patients with T2D and periodontitis. Previous randomized trials found that treating periodontitis improved glycemic control in patients with type 2 diabetes (T2D), thus lowering the risks of developing T2D-related microvascular diseases and cardiovascular disease (CVD). The micro-simulation model parameters were obtained from the nationally representative National…
Mathematical Models | Calibration/Validation | Chronic Disease/Risk | Microsimulation | Cost-Effectiveness Analysis | Health/Medicine | North America | Graduate -
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 | Social Determinants | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Policy/Regulation | Health/Medicine | 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 | Social Determinants | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Policy/Regulation | Health/Medicine | 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 | Social Determinants | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Policy/Regulation | Health/Medicine | Asia & Pacific -
ArticlePublication 2019Impact of a Tax on Sweetened Beverages in the Philippines: an ECEA
This study used extended cost-effectiveness analyses to estimate the effect of the sweetened beverages tax …
This study used extended cost-effectiveness analyses to estimate the effect of the sweetened beverages tax in the Philippines on the numbers of premature deaths averted attributed to type 2 diabetes mellitus, ischemic heart disease and stroke, across income quintiles over the period 2018-2037. The study also estimated the financial benefits of the tax from reductions in out-of-pocket payments, direct medical costs averted, and government health-care cost savings. The analysis showed that the tax could avert…
Mathematical Models | Social Determinants | Chronic Disease/Risk | Priority Setting/Ethics | Cost-Effectiveness Analysis | Child/Nutrition | Policy/Regulation | Health/Medicine | Asia & Pacific