Resources Repository
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Lesson/ModuleWeb Portal, Teaching Resource 2016DNA Evidence: Case Study in Probabilities
This educational module on DNA evidence presents trial testimony, exhibits, and opinions in a case …
This educational module on DNA evidence presents trial testimony, exhibits, and opinions in a case in which federal courts at every level discerned “inaccuracies” in the testimony of a leading expert about probabilities associated with the DNA evidence. By embedding these legal materials in background explanations, critical questions, and short problems, the module supports self-study and class discussions that together can elucidate key principles in scientific reasoning and quantitative analysis and that can help students…
Probability/Bayes | Test Performance | Injuries/Accidents | Risk Analysis | Government/Law | Health/Medicine | Science/Technology | Global | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Quantitative Literacy -
Lesson/ModuleWeb Portal, Teaching Resource 2016Educational Module: Drug-Induced Birth Defects
Using the currently topical issue of whether SSRI (Selective Serotonin Reuptake Inhibitor) anti-depressants cause birth …
Using the currently topical issue of whether SSRI (Selective Serotonin Reuptake Inhibitor) anti-depressants cause birth defects, the module aims to provide students with a general understanding of the following: (1) human risk factor causation as determined by epidemiologic methods; (2) the limits of non-human toxicological evidence to the assessment of causality in humans; (3) the importance of pharmacovigilance for all medications; (4) special difficulties in identifying causes of human birth defects; (5) the importance of…
Evidence Synthesis | Health Outcomes | Child/Nutrition | Risk Analysis | Chronic Disease/Risk | Government/Law | Health/Medicine | Science/Technology | Global | North America | College | Graduate | Doctoral | Critical Thinking/Analysis | Quantitative Literacy -
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 | Clinical Care | Mathematical Models | Decision Analysis | Health/Medicine | Graduate | Doctoral | Professional -
Resource PackWeb Portal, Teaching Resource 2023Resource Pack: Cost-Effectiveness of Screening and Treatment for Hypertension
Hypertension is a relevant example for teaching clinical decision making, diagnostic test performance, positivity criterion, …
Hypertension is a relevant example for teaching clinical decision making, diagnostic test performance, positivity criterion, and cost-effectiveness analysis. This resource pack provides examples of decision analyses and cost-effectiveness analyses for the management and treatment of hypertension, with a predominant focus on the U.S. Analyses are included that predate the 2017 American College of Cardiology/American Heart Association Clinical Practice Guidelines, along with more recent examples that followed release of the guidelines. Resources are also included that…
Test Performance | Clinical Care | Preferences/Values | Decision Analysis | Cost-Effectiveness Analysis | Chronic Disease/Risk | Economics/Finance | Health/Medicine | Science/Technology | North America | Europe | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Policy Translation | 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 | Clinical Care | Mathematical Models | Decision Analysis | Health/Medicine | Graduate | Doctoral | Professional -
Resource PackPublication, Teaching Resource 2021Resource Pack: Role of Heuristics in Avalanche Education
Making decisions about backcountry skiing requires one to predict, manage, and mitigate avalanche risk. Individuals …
Making decisions about backcountry skiing requires one to predict, manage, and mitigate avalanche risk. Individuals need to understand and be comfortable with the language of probability, as well as appreciate the cognitive biases that can come into play in the context of decision making. This collection includes articles that range from early attempts to identify “heuristic traps,” based on a retrospective analysis of avalanche accidents in the United States more than 20 years ago, to…
Probability/Bayes | Injuries/Accidents | Decision Psychology | Climate/Environment | Culture/Society | College | Graduate | Doctoral | Professional | Critical Thinking/Analysis | Decision Making/Leadership -
Resource PackPublication, Teaching Resource 2020Resource Pack: SSB Excise Tax Briefs (CHOICES)
Rising rates of obesity represent one of the greatest public health threats facing the United …
Rising rates of obesity represent one of the greatest public health threats facing the United States. Obesity has been linked to excess consumption of sugary drinks. Federal, state, and local governments have considered implementing excise taxes on sugary drinks to reduce consumption, reduce obesity, and provide a new source of government revenue. This resource pack includes a series of briefs describing analyses conducted by the Childhood Obesity Intervention Cost-Effectiveness Study (CHOICES), evaluating the health and economic impact…
Health Outcomes | Child/Nutrition | Microsimulation | Cost-Effectiveness Analysis | Chronic Disease/Risk | Social Determinants | Policy/Regulation | Business/Industry | Economics/Finance | Government/Law | Health/Medicine | North America | College | Graduate | Doctoral | Professional | Decision Making/Leadership | Policy Translation | Quantitative Literacy -
Teaching PackPublication, Teaching Resource 2022Teaching Pack: Valuing Individual Health Outcomes
In this teaching pack on Valuing Individual Health Outcomes, students learn how to assign quantitative …
In this teaching pack on Valuing Individual Health Outcomes, students learn how to assign quantitative values to health outcomes at the individual level, including: expected utility theory, the axioms of this theory, distinguishing between preference-based measures of value and health-related quality of life outcomes, measuring utility using the standard gamble, the time trade-off, and the visual analog scale, and understanding the limitations of these measures. Materials include an instructor's note, videos, companion slides, a glossary,…
Health Outcomes | Injuries/Accidents | Preferences/Values | Decision Analysis | Economics/Finance | Health/Medicine | College | Graduate | Doctoral -
Teaching PackPublication, Teaching Resource 2022Teaching Pack: Population Health Outcomes
In this teaching pack on Population Health Outcomes, students learn how to describe outcomes at a …
In this teaching pack on Population Health Outcomes, students learn how to describe outcomes at a population level using quality adjusted life years (QALYs), including how to calculate QALYs, the assumptions underlying them, how to derive QALYs using indirect utility measures, and what are some of the ethical criticisms of QALYs. Materials include an instructor’s note, videos, companion slides, a glossary, an annotated bibliography, and sample exercises. Learning Objectives Define Quality-Adjusted Life Years (QALYs)…
Health Outcomes | Injuries/Accidents | Preferences/Values | Priority Setting/Ethics | Health/Medicine | College | Graduate | Doctoral