Resources Repository
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Tutorial/PrimerPublication, Teaching Resource 2017Bayesian Methods for Calibrating Health Policy Models: A Tutorial
This article provides a tutorial on Bayesian approaches for model calibration. It describes the theoretical …
This article provides a tutorial on Bayesian approaches for model calibration. It describes the theoretical basis for Bayesian calibration approaches as well as pragmatic considerations that arise in the tasks of creating calibration targets, estimating the posterior distribution, and obtaining results to inform the policy decision. These considerations, as well as the specific steps for implementing the calibration, are described in the context of an extended worked example about the policy choice to provide (or…
Calibration/Validation | Health/Medicine | Infectious Diseases -
ReviewPublication 2017Validation and Calibration of Structural Models that Combine Information from Multiple Sources
This is a review of calibration and validation methods in mathematical modeling. Such models that …
This is a review of calibration and validation methods in mathematical modeling. Such models that attempt to capture structural relationships between their components and combine information from multiple sources are increasingly used in medicine. The authors provide an overview of methods for model validation and calibration and survey studies comparing alternative approaches. Model validation entails a confrontation of models with data, background knowledge, and other models, and can inform judgments about model credibility. Calibration involves…
Calibration/Validation | Health/Medicine | Mathematical Models -
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…
Microsimulation | Health/Medicine | Priority Setting/Ethics | Costing Methods | Health Outcomes | Cost-Effectiveness Analysis | Child/Nutrition | Social Determinants | Environmental Health | Economics/Finance | Energy/Engineering | Science/Technology | Asia & Pacific -
ArticlePublication 2017Likelihood Approach for Calibration of Stochastic Epidemic Models
Stochastic transmission dynamic models are especially useful for studying the early emergence of novel pathogens …
Stochastic transmission dynamic models are especially useful for studying the early emergence of novel pathogens given the importance of chance events when the number of infectious individuals is small. However, methods for parameter estimation and prediction for these types of stochastic models remain limited. This paper describes a calibration and prediction framework for stochastic compartmental transmission models of epidemics. The proposed method applies a linear noise approximation to describe the size of the fluctuations, and…
Calibration/Validation | Health/Medicine | Dynamic Transmission | Dynamic Simulation | Infectious Diseases | Health Systems | Global -
Resource PortalWeb Portal, Teaching Resource 2024MIDAS
MIDAS is a collaborative network of research scientists who use computational, statistical and mathematical models …
MIDAS is a collaborative network of research scientists who use computational, statistical and mathematical models to understand infectious disease dynamics and thereby assist the nation to prepare for, detect and respond to infectious disease threats. Midas focuses on research topics such as: Dynamics of emergence and spread of pathogens; Identification and surveillance of infectious diseases; Effectiveness and consequences of intervention strategies; Host/pathogen interactions; Ecological, climatic, economic and evolutionary dimensions of infectious diseases; The roles of behavior and behavioral adaptation in…
Calibration/Validation | Health/Medicine | Mathematical Models | Dynamic Transmission | Dynamic Simulation | Risk Analysis | Cost-Effectiveness Analysis | Technology Assessment | Infectious Diseases | Health Systems | Policy/Regulation | Climate/Environment | Science/Technology | Global | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Conceptual Mapping | Quantitative Literacy -
ArticlePublication 2016Cost-Effectiveness of Hypertension Treatment According to 2014 Guidelines
This article compared the cost-effectiveness of hypertension treatment in non-Hispanic blacks and non-Hispanic whites according …
This article compared the cost-effectiveness of hypertension treatment in non-Hispanic blacks and non-Hispanic whites according to 2014 US hypertension treatment guidelines. The cardiovascular disease (CVD) policy model was used to simulate CVD events, quality-adjusted life years (QALYs), and treatment costs in 35- to 74-year-old adults with untreated hypertension. CVD incidence, mortality, and risk factor levels were obtained from cohort studies, hospital registries, vital statistics, and national surveys. The authors assumed a willingness-to-pay for health of…
Microsimulation | Health/Medicine | Cost-Effectiveness Analysis | Chronic Disease/Risk | North America -
ArticlePublication 2016Cost-Effectiveness of Blood Pressure Treatment Guidelines in Adults 35-74
In this article the authors used the CVD Policy Model to compare the cost-effectiveness of …
In this article the authors used the CVD Policy Model to compare the cost-effectiveness of conservative versus intensive blood pressure treatment guidelines in adult hypertensive patients aged 35 to 74 years. Outcomes included in the study were CVD events, treatment costs, quality-adjusted life years, and drug and monitoring costs projected over the years 2016 to 2026. The effectiveness and costs of hypertension were calculated for treatment according to the 2003 Joint National Committee (JNC)-7 or…
Microsimulation | Health/Medicine | Cost-Effectiveness Analysis | Chronic Disease/Risk | Clinical Care | North America -
ArticlePublication 2016Cost-Effectiveness of Diagnosing HIV Infection During Early Infancy in South Africa
In this study the clinical impact and cost-effectiveness of four different early infant HIV diagnosis …
In this study the clinical impact and cost-effectiveness of four different early infant HIV diagnosis (EID) testing strategies for HIV-exposed infants in South Africa were compared using a microsimulation model. The strategies included (1) no EID (diagnosis only after illness), (2) and (3) testing once (at birth alone or at 6 weeks of age alone), and (4) testing twice (at birth and 6 weeks of age). Findings showed that the testing at birth alone strategy…
Microsimulation | Health/Medicine | Cost-Effectiveness Analysis | Infectious Diseases | Child/Nutrition | Sub-Saharan Africa -
ReportPublication 2016Modeling to Inform Strategies to Improve Population Health
This workshop report summarizes a workshop convened by the Institute of Medicine to explore the potential …
This workshop report summarizes a workshop convened by the Institute of Medicine to explore the potential uses of simulation and other types of modeling for improving health. Participants worked to identify how modeling could inform population health decision making (selecting and refining potential strategies, ranging from interventions to investments) based on lessons learned from models that have been, or have not been, used successfully, opportunities and barriers to incorporating models into decision making, and data needs and…
Microsimulation | Health/Medicine | Mathematical Models | State-Transition | Dynamic Simulation | Decision Analysis | Chronic Disease/Risk | Environmental Health | Health Systems | Policy/Regulation | Business/Industry | Climate/Environment | Government/Law | North America