Resources Repository
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ArticlePublication 2013Validation and Calibration of a Simulation Model of Pediatric HIV Infection
The authors developed a microsimulation model of pediatric HIV disease progression using the Cost-Effectiveness of …
The authors developed a microsimulation model of pediatric HIV disease progression using the Cost-Effectiveness of Preventing AIDS Complications (CEPAC) model framework. This CEPAC-Pediatric model was then validated by varying CD4 data and comparing the corresponding model-generated survival curves to empirical survival curves obtained from the International Epidemiologic Database to Evaluate AIDS (IeDEA). The model was calibrated to other African countries by systematically varying immunologic and HIV mortality-related input parameters. In the calibration analyses, the model-generated…
Microsimulation | Calibration/Validation | Infectious Diseases | Child/Nutrition | Health/Medicine | Sub-Saharan Africa -
ArticlePublication 2013Using Occupational Injury Data to Estimate VSL
This article discusses the use of occupational fatality rate data to estimate the additional pay …
This article discusses the use of occupational fatality rate data to estimate the additional pay workers receive for bearing greater risks, while controlling for other aspects of the job and characteristics of the worker. This tradeoff rate is typically referenced as the value of a statistical life (VSL). The extensive U.S. labor market literature generating VSL estimates has utilized several fatality rate measures which are typically matched to employment information on workers from large datasets.…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | College | Graduate | Critical Thinking/Analysis -
BookPublication 2013Medical Decision Making
This new edition of Medical Decision Making provides a review of the key decision making infrastructure …
This new edition of Medical Decision Making provides a review of the key decision making infrastructure of clinical practice and explains the principles of medical decision making both for individual patients and the wider health care arena. Targeted to clinicians interested in medical decision making, it demonstrates how to make the best clinical decisions based on the available evidence and how to use clinical guidelines and decision support systems in electronic medical records to shape practice…
Preferences/Values | Probability/Bayes | Costing Methods | Health Outcomes | Test Performance | Value of Information | State-Transition | Decision Analysis | Cost-Effectiveness Analysis | Economics/Finance | Health/Medicine | North America | Europe | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Decision Making/Leadership | Quantitative Literacy -
BookPublication 2013Making Hard Decisions with Decision Tools, 3rd Edition
Making Hard Decisions with Decision Tools® is a new edition and teaches the fundamental ideas …
Making Hard Decisions with Decision Tools® is a new edition and teaches the fundamental ideas of decision analysis, without an overly technical explanation of the mathematics used in decision analysis. This new version has been purposefully written to be more relevant to students in business and engineering compared to previous versions. This new version also incorporates and implements the powerful DecisionTools® software by Palisade Corporation. At the end of each chapter, topics are illustrated with step-by-step instructions…
Preferences/Values | Probability/Bayes | Test Performance | Value of Information | Microsimulation | Decision Analysis | Policy/Regulation | Business/Industry | Energy/Engineering | Health/Medicine | Military/Defense | Science/Technology | Global | North America | Europe -
ArticlePublication 2013Contribution of H. Pylori and Smoking to US Incidence of Gastric Adenocarcinoma: A Microsimulation Model
Although gastric cancer has declined dramatically in the US, the disease remains the second leading …
Although gastric cancer has declined dramatically in the US, the disease remains the second leading cause of cancer mortality worldwide. This analysis estimates the contribution of risk factor trends on past and future intestinal-type non-cardia gastric adenocarcinoma (NCGA) incidence. The authors developed a population-based microsimulation model of intestinal-type NCGA and calibrated it to U.S. epidemiologic data on precancerous lesions and cancer. The model explicitly incorporated the impact of Helicobacter pylori and smoking on disease natural history, for which…
Microsimulation | Calibration/Validation | Chronic Disease/Risk | Social Determinants | Culture/Society | Health/Medicine | North America -
ArticlePublication 2013Valuing Health Risk Reductions
In this article, the authors discuss how to value risk reductions in the context of …
In this article, the authors discuss how to value risk reductions in the context of benefit-cost analysis. Many public policies and private actions affect the risk of injury, illness, or death, yet changes in these risks are not easily valued using market prices. The authors begin with a pragmatic focus, describing the analytic framework and the approaches currently used for valuation, including estimates of willingness to pay (WTP), cost of illness (COI), and monetized quality-adjusted…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | College | Graduate | Critical Thinking/Analysis -
GuidelinesPublication 2012Model Transparency and Validation: A Report of the ISPOR-SMDM Modeling Task Force-7
This paper discusses how to improve trust in the use of health care models through …
This paper discusses how to improve trust in the use of health care models through validation and transparency. Validation involves face validity (wherein experts evaluate model structure, data sources, assumptions, and results), verification or internal validity (check accuracy of coding), cross validity (comparison of results with other models analyzing same problem), external validity (comparing model results to real-world results), and predictive validity (comparing model results with prospectively observed events). Recommendations are provided for nontechnical description…
Mathematical Models | Costing Methods | Health Outcomes | Calibration/Validation | Health/Medicine -
GuidelinesPublication 2012Model Parameter Estimation and Uncertainty Analysis: A Report of the ISPOR-SMDM Modeling Task Force-6
This paper discusses methods for the reporting of uncertainty, both in terms of deterministic sensitivity …
This paper discusses methods for the reporting of uncertainty, both in terms of deterministic sensitivity analysis techniques and probabilistic methods. Stochastic (first-order) uncertainty is distinguished from both parameter (second-order) uncertainty and from heterogeneity, with structural uncertainty relating to the model itself forming another level of uncertainty. The article describes the process of estimating model inputs, whether these are point estimates or distributions. It also explores the link between parameter uncertainty, decision uncertainty, and value-of-information analysis.…
Mathematical Models | Value of Information | Calibration/Validation | Health/Medicine -
ArticlePublication 2012Expert Elicitation of VSL
This article uses expert elicitation to address the monetary value of avoided premature mortality, which …
This article uses expert elicitation to address the monetary value of avoided premature mortality, which typically dominates the quantified benefits of air pollution regulations. Formal expert elicitation methods are one means of characterizing associated uncertainties. The authors undertake a pilot study that elicits quantitative probabilistic judgments of uncertainties in value per statistical life (VSL) estimates for use in an air pollution context. The two-stage elicitation addresses uncertainties in both a base case VSL for a…
Preferences/Values | Benefit-Cost Analysis | Policy/Regulation | Climate/Environment | College | Graduate | Critical Thinking/Analysis