Resources Repository
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Tutorial/PrimerPublication, Teaching Resource 2024Tutorial: Building Decision Trees
This tutorial illustrates the basic steps needed to develop decision trees in Amua using a …
This tutorial illustrates the basic steps needed to develop decision trees in Amua using a disease screening example. It details the process of how to build the structure of a decision tree, parameterize the model with probabilities and relevant outcomes (i.e., life expectancy), evaluate three alternative screening strategies in a baseline scenario, and perform one-way sensitivity analyses to assess the robustness of the results to different parameter values. Amua, the Swahili word meaning “decide”/“solve”, is…
Probability/Bayes | Decision Analysis | Clinical Care | Mathematical Models | Health/Medicine | Graduate | Doctoral | Professional -
Teaching PackWeb Portal, Teaching Resource 2023Teaching Pack: Heuristics with Joe Pliskin
This teaching pack, curated by the Center for Health Decision Science, features videos introducing heuristics …
This teaching pack, curated by the Center for Health Decision Science, features videos introducing heuristics used in decision making. While these “mental shortcuts” can be useful in some circumstances, they can lead to more errors than deliberate, rational thinking. An awareness of these heuristics is useful to decision makers. This series of videos on heuristics was developed by Professor Joe Pliskin during his residency with the CHDS Media Hub led by Jake Waxman. They reflect…
Probability/Bayes | Decision Theory | Clinical Care | Decision Psychology | Preferences/Values | Chronic Disease/Risk | Business/Industry | Economics/Finance | Health/Medicine | High School | College | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Decision Making/Leadership | Quantitative Literacy -
ExerciseNone, Teaching Resource 2024Lab: Giant Cell Arteritis Decision Tree Model
This tutorial walks through the development of a decision tree model focused on Giant Cell …
This tutorial walks through the development of a decision tree model focused on Giant Cell Arteritis. It describes how to build the model structure, assign probabilities and outcomes based on imperfect test characteristics and epidemiologic estimates, evaluate alternative treatment strategies, and conduct one-way sensitivity analyses to assess which model parameters may impact the optimal treatment choice. Amua, the Swahili word meaning “decide”/“solve”, is an open source modeling framework and probabilistic programming language for decision analysis…
Probability/Bayes | Decision Analysis | Clinical Care | Mathematical Models | Health/Medicine | Graduate | Doctoral | Professional -
ArticlePublication 2013Modeling the Effectiveness of Initial Management Strategies for Ductal Carcinoma in Situ
This paper compares alternative strategies to manage ductal carcinoma in situ (DCIS). The authors used …
This paper compares alternative strategies to manage ductal carcinoma in situ (DCIS). The authors used a disease simulation model to simulate the clinical events after six treatments (lumpectomy alone, lumpectomy with radiation, lumpectomy with radiation and tamoxifen, lumpectomy with tamoxifen, and mastectomy with and without breast reconstruction). Outcomes included disease-free, invasive disease-free, overall survival and breast preservation. Data were from the published literature. The results showed that for women aged 45 years at diagnosis, both mastectomy…
Decision Analysis | Health Outcomes | Clinical Care | Health/Medicine -
ArticlePublication 2021Individual and Social Determinants of COVID-19 Vaccine Uptake
This article examined the individual, communication and social determinants associated with COVID-19 vaccine uptake using …
This article examined the individual, communication and social determinants associated with COVID-19 vaccine uptake using national survey data collected before vaccines were available in the U.S. Of note, individuals under the federal poverty level and racial and ethnic minorities were oversampled. Outcomes included the likelihood of vaccinating self and dependents (e.g., children). Independent variables included perceptions of risk, exposure to different media for COVID-19 news, political party identification, confidence in scientists and social determinants of…
Health Outcomes | Social Determinants | Clinical Care | Evidence Synthesis | Infectious Diseases | Policy/Regulation | Culture/Society | Health/Medicine | Science/Technology | North America -
Working PaperPublication 2018Valuing Nonfatal Health Risk Reductions
This paper explores approaches for valuing nonfatal risk reductions associated with policy choices in low- …
This paper explores approaches for valuing nonfatal risk reductions associated with policy choices in low- and middle-income countries. The approach for valuation ideally would be based on estimates of individuals’ willingness to pay for changes in their own risks. However, high quality valuation research is not available for many nonfatal conditions even in high-income settings. Typically, two approaches are used either alone or in combination as rough proxies. The first involves applying an estimate of…
Decision Analysis | Health Outcomes | Social Determinants | Preferences/Values | Priority Setting/Ethics | Benefit-Cost Analysis | Policy/Regulation | Economics/Finance | Health/Medicine | Global | Critical Thinking/Analysis -
OrganizationWeb Portal 2024Agency for Healthcare Research and Quality (AHRQ)
The Agency for Healthcare Research and Quality (AHRQ) is the nation's lead federal agency for …
The Agency for Healthcare Research and Quality (AHRQ) is the nation's lead federal agency for research on health care quality, costs, outcomes and patient safety. AHRQ is the health services research arm of the U.S. Department of Health and Human Services (HHS), complementing the biomedical research mission of its sister agency, the National Institutes of Health. The agency is home to research centers that specialize in major areas of health care research, including: clinical practice…
Decision Analysis | Health Outcomes | Social Determinants | Costing Methods | Test Performance | Cost-Effectiveness Analysis | Technology Assessment | Infectious Diseases | Maternal/Reproductive Health | Child/Nutrition | Chronic Disease/Risk | Mental Health | Injuries/Accidents | Health Systems | Policy/Regulation | Economics/Finance | Government/Law | Health/Medicine | Science/Technology | North America -
Lesson/ModulePublication, Teaching Resource 2015CDC Science Ambassador Workshop 2015 Lesson Plan: Seasonal Flu Costs How Much?!
This lesson plan from the Centers for Disease Control and Prevention (CDC) was curated to …
This lesson plan from the Centers for Disease Control and Prevention (CDC) was curated to teach high school students, grades 9-10, to explore decision-making about the seasonal influenza (flu) vaccination. The lesson looks at financial decisions around vaccinations, based on a case study exploring the experiences of 282 children from cities around the United States. It looks at a wide range of factors including treatment for children with the flu and the cost of parents…
Decision Analysis | Social Determinants | Clinical Care | Costing Methods | Infectious Diseases | Economics/Finance | Health/Medicine | Science/Technology | North America | High School | Critical Thinking/Analysis | Decision Making/Leadership | Quantitative Literacy -
ArticlePublication 2015Universal Public Finance of Tuberculosis Treatment in India: An Extended CEA
This paper evaluates the consequences of universal public finance (UPF) for tuberculosis treatment in India …
This paper evaluates the consequences of universal public finance (UPF) for tuberculosis treatment in India using extended cost-effectiveness analysis (ECEA). The authors evaluated the impact of UPF on health gains, financial consequences, and catastrophic health expenditures, and concluded that the health gains and insurance value of UPF would accrue mostly to the poor. However, reductions in out-of-pocket expenditures were found to be more uniformly distributed across income quintiles. A variant on the base case suggests…
Health Outcomes | Social Determinants | Clinical Care | Priority Setting/Ethics | Costing Methods | Cost-Effectiveness Analysis | Infectious Diseases | Health Systems | Policy/Regulation | Economics/Finance | Health/Medicine | Asia & Pacific