Resources Repository
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ArticlePublication 2023Calibration and Validation of the Colorectal Cancer and Adenoma Incidence and Mortality (CRC-AIM) Microsimulation Model Using Deep Neural Networks
This study explores the efficacy of machine learning (ML)-based emulators in calibrating complex microsimulation models, …
This study explores the efficacy of machine learning (ML)-based emulators in calibrating complex microsimulation models, using the Colorectal Cancer (CRC)-Adenoma Incidence and Mortality (CRC-AIM) model as a case study. ML algorithms, including deep neural networks (DNN), were trained and compared using data generated from the CRC-AIM model to predict various outcomes. The DNN outperformed other algorithms and efficiently predicted outcomes, reducing computational burden significantly. The calibrated CRC-AIM model demonstrated cross-model validity against established CISNET models…
Microsimulation | Calibration/Validation | Health/Medicine | Chronic Disease/Risk | North America -
ArticlePublication 2023Simulation-Based Comparative Effectiveness Analysis of Policies to Improve Global Maternal Health Outcomes
The Sustainable Development Goals include a target to reduce the global maternal mortality ratio (MMR) …
The Sustainable Development Goals include a target to reduce the global maternal mortality ratio (MMR) to less than 70 maternal deaths per 100,000 live births by 2030, with no individual country exceeding 140. However, on current trends the goals are unlikely to be met. The authors used an empirically calibrated Global Maternal Health microsimulation model, which simulates individual women in 200 countries and territories to evaluate the impact of different interventions and strategies from 2022…
Microsimulation | Calibration/Validation | Health/Medicine | Maternal/Reproductive Health | Health Outcomes | Mathematical Models | Health Systems | Clinical Care | Global -
ArticlePublication 2023Simulation-Based Estimates and Projections of Global, Regional and Country-Level Maternal Mortality by Cause, 1990-2050
While progress has been made globally to reduce maternal deaths, measurement remains a challenge given …
While progress has been made globally to reduce maternal deaths, measurement remains a challenge given the many causes and frequent underreporting of maternal deaths. The authors developed a structural microsimulation model of Global Maternal Health (GMatH) for 200 countries and territories using demographic, epidemiologic, clinical and health system data synthesized from the medical literature, Civil Registration Vital Statistics systems and Demographic and Health Survey data. The model was calibrated to empirical data from 1990 to…
Microsimulation | Calibration/Validation | Health/Medicine | Maternal/Reproductive Health | Health Outcomes | Evidence Synthesis | Health Systems | Clinical Care | Global -
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…
Microsimulation | Calibration/Validation | Health/Medicine | Chronic Disease/Risk | Mathematical Models | Cost-Effectiveness Analysis | North America | Graduate -
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…
Priority Setting/Ethics | Microsimulation | Health/Medicine | Chronic Disease/Risk | Cost-Effectiveness Analysis | Economics/Finance | Asia & Pacific -
ArticlePublication 2017Reduced Burden of Childhood Diarrheal Diseases through Increased Access to Water and Sanitation in India: Modeling Analysis
This analysis estimates the health and economic benefits of scaling up the coverage of piped …
This analysis estimates the health and economic benefits of scaling up the coverage of piped water and improved sanitation to a near-universal 95% level among Indian households. The authors used an agent-based microsimulation platform, IndiaSim, to model disease progression and individual healthcare-seeking behavior in India, and use ECEA to estimate health and economic outcomes over time. They found that scaling up access to piped water and improved sanitation could avert 43,352 diarrheal episodes and 68…
Priority Setting/Ethics | Microsimulation | Health/Medicine | Environmental Health | Costing Methods | Health Outcomes | Cost-Effectiveness Analysis | Child/Nutrition | Social Determinants | Economics/Finance | Energy/Engineering | Science/Technology | Asia & Pacific -
ReviewPublication 2016Choosing an Epidemiological Model Structure for Economic Evaluation
This review presents a taxonomy of epidemiological model structures and applies it to the economic …
This review presents a taxonomy of epidemiological model structures and applies it to the economic evaluation of public health interventions for non-communicable diseases. Growing pressures on health services and on social care have led to a greater need for prevention of chronic diseases. In order for decision makers to make informed judgements about how to best spend finite public health resources, they must be able to quantify the anticipated costs, benefits, and opportunity costs of…
Microsimulation | Health/Medicine | Environmental Health | Chronic Disease/Risk | Mathematical Models | State-Transition | Dynamic Transmission | Dynamic Simulation | Social Determinants | Health Systems | Climate/Environment | Culture/Society -
ArticlePublication 2015Health Gains & Financial Risk Protection by Public Financing in Ethiopia: An ECEA
This article, published in the Lancet Global Health, aims to evaluate the health and financial …
This article, published in the Lancet Global Health, aims to evaluate the health and financial risk protection benefits of selected interventions that could be publicly financed by the government of Ethiopia. The authors used an extended cost-effectiveness analysis (ECEA) to assess the health gains (deaths averted) and financial risk protection afforded (cases of poverty averted) by a bundle of nine interventions that the Government of Ethiopia aims to make universally available. This approach incorporates financial…
Priority Setting/Ethics | Health/Medicine | Chronic Disease/Risk | Maternal/Reproductive Health | Mathematical Models | Cost-Effectiveness Analysis | Infectious Diseases | Child/Nutrition | Health Systems | Policy/Regulation | Sub-Saharan Africa -
ArticlePublication 2015Publicly Financed HPV Vaccination in China: Extended Cost-Effectiveness Analysis
This extended cost-effectiveness analysis evaluates public financing of HPV vaccination in China to prevent cervical cancer. Authors …
This extended cost-effectiveness analysis evaluates public financing of HPV vaccination in China to prevent cervical cancer. Authors estimated the distribution of deaths averted by income quintile, compared vaccination paired with screening against current practice. They estimated reductions in cervical cancer incidence, net costs to the government, and patient cost savings, as well as the incremental government health care costs per death averted. When the cost per HPV vaccination is less than US$50 per vaccinated girl, vaccination was…
Priority Setting/Ethics | Microsimulation | Health/Medicine | Chronic Disease/Risk | Cost-Effectiveness Analysis | Health Systems | Economics/Finance | Asia & Pacific