Resources Repository
-
ArticlePublication 2022Cost-Effectiveness & Value-of-Information Analysis Using Machine Learning-Based Metamodeling: A Case of Hepatitis C Treatment
This study compares machine learning (ML)-based metamodels with conventional metamodeling approaches in replicating the outcomes …
This study compares machine learning (ML)-based metamodels with conventional metamodeling approaches in replicating the outcomes of a complex simulation model of hepatitis C virus (HCV) natural history. Three ML-based metamodels (random forest, support vector regression, and artificial neural networks) and a linear regression-based metamodel were developed from the simulation model's 40 input parameters. Performance evaluation included root mean squared error (RMSE) and Pearson's R2 on normalized data. ML-based metamodels generally outperformed linear regression, with random…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases -
Resource PackWeb Portal, Teaching Resource 2018Resource Pack: Cervical Cancer Models
This resource pack, curated by the Center for Health Decision Science, is a collection of …
This resource pack, curated by the Center for Health Decision Science, is a collection of models of HPV-related cervical cancer, differing in design, structure and features based on analytic objectives. In many ways, HPV and its related diseases represent a prototypical public health problem given the communicable and non-communicable nature of disease, opportunities for intervention along the entire disease spectrum (e.g., primary and secondary prevention, diagnosis, treatment), the varied ages at which interventions are targeted…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | State-Transition | Dynamic Transmission | Microsimulation | Calibration/Validation | Dynamic Simulation | Cost-Effectiveness Analysis | Health Systems | Clinical Care | Business/Industry | Economics/Finance | Science/Technology | Global -
OrganizationWeb Portal 2024One Health Trust
One Health Trust, formally the Center for Disease Dynamics, Economics & Policy (CDDEP), was founded …
One Health Trust, formally the Center for Disease Dynamics, Economics & Policy (CDDEP), was founded with the objective of using research to support better decision-making in health policy. One Health Trust researchers employ a range of expertise—including economics, epidemiology, disease modeling, risk analysis, and statistics—to conduct actionable, policy-oriented research on malaria, antibiotic resistance, disease control priorities, environmental health, alcohol and tobacco, and other global health priorities. One Health Trust projects are global in scope, spanning…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Costing Methods | Health Outcomes | Cost-Effectiveness Analysis | Technology Assessment | Social Determinants | Environmental Health | Policy/Regulation | Climate/Environment | Economics/Finance | Global | Sub-Saharan Africa | Asia & Pacific -
OrganizationWeb Portal 2024ISPOR
Founded in 1995 as an international multidisciplinary professional membership society, the International Society for Pharmacoeconomics …
Founded in 1995 as an international multidisciplinary professional membership society, the International Society for Pharmacoeconomics and Outcomes Research (ISPOR) exists to advance the policy, science, and practice of pharmacoeconomics (health economics) and health outcomes research. ISPOR publishes Value in Health, which contains original research articles in the areas of economic evaluation, outcomes research, and conceptual, methodological, and health policy articles. Beyond health economics and outcomes research resources, tools of ISPOR include strategic initiatives, publications, and member…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Preferences/Values | Priority Setting/Ethics | Costing Methods | Health Outcomes | Value of Information | Cost-Effectiveness Analysis | Technology Assessment | Operations Research | Maternal/Reproductive Health | Child/Nutrition | Health Systems | Policy/Regulation | Business/Industry | Economics/Finance | Science/Technology | Global -
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…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Priority Setting/Ethics | Cost-Effectiveness Analysis | Maternal/Reproductive Health | Child/Nutrition | Health Systems | Policy/Regulation | Sub-Saharan Africa -
ReportPublication 2015Chapter 4: Cervical Cancer
This chapter focuses on the possibility of primary prevention of cervical cancer as a result …
This chapter focuses on the possibility of primary prevention of cervical cancer as a result of the introduction of two commercially available vaccines against human papillomavirus (HPV). Few low- and middle-income countries (LMICs) have initiated or sustained cytology-based cervical cancer prevention programs, and these countries experience very high incidence and mortality rates. Fortunately, alternative strategies to prevent cervical cancer have been investigated and extensively evaluated in these settings. The authors report findings from cost-effectiveness analyses…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Cost-Effectiveness Analysis | Health Systems | Clinical Care | Science/Technology | Global -
ArticlePublication 2014Cost-Effectiveness of Female HPV Vaccination in 179 Countries: A PRIME Modelling Study
The authors present a simple generic model, Papillomavirus Rapid Interface for Modelling and Economics (PRIME), …
The authors present a simple generic model, Papillomavirus Rapid Interface for Modelling and Economics (PRIME), used to assess cost-effectiveness and health effects of vaccination of girls against HPV before sexual debut in terms of burden of cervical cancer and mortality. The PRIME models incidence according to proposed vaccine efficacy against HPV 16/18, vaccine coverage, cervical cancer incidence and mortality, and HPV type distribution. It assumes lifelong vaccine protection and no changes to other screening programs…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Health Outcomes | Calibration/Validation | Cost-Effectiveness Analysis | Health Systems | Global | Sub-Saharan Africa | Middle East & North Africa | Latin America & Caribbean | Asia & Pacific -
Lesson/ModuleWeb Portal, Teaching Resource 2014Maths and Our Health
This learning module provides teaching packs to explore biomedical real-world applications of probability and statistics …
This learning module provides teaching packs to explore biomedical real-world applications of probability and statistics in decision-making. Each pack provides videos and supplemental materials, including presentations, worksheets, and games. Topics include: “Eating Bacon Sandwiches is Bad for You!” Evaluating Risk Epidemics: Modelling with Mathematics Life Saving Maths: How Does Vaccination Work? The Economics of Health: How Do We Decide? The Test is Positive: But What Are the Odds It’s Wrong?
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Decision Theory | Test Performance | Decision Analysis | Child/Nutrition | Economics/Finance | Science/Technology | Global | Middle School | High School | Critical Thinking/Analysis | Decision Making/Leadership | Quantitative Literacy -
GuidelinesPublication 2013Decision and Simulation Modeling in Systematic Reviews
The purpose of this review is to provide guidance for determining when incorporating a decision-analytic …
The purpose of this review is to provide guidance for determining when incorporating a decision-analytic model alongside a systemic review would be of added value for decision making purposes. The purpose of systematic reviews is to synthesize the current scientific literature on a particular topic in the form of evidence reports and technology assessments to assist public and private organizations in developing strategies that improve the quality of health care and decision making. However, there…
Mathematical Models | Health/Medicine | Chronic Disease/Risk | Infectious Diseases | Evidence Synthesis | Decision Analysis | Child/Nutrition | North America