Resources Repository
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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…
Health/Medicine | Mathematical Models | Infectious Diseases | Chronic Disease/Risk -
ArticlePublication 2022Potential Distributional Health & Financial Benefits of Increased Tobacco Taxes in Ethiopia: Findings from a Modeling Study
This study evaluates the potential impacts of Ethiopia's tobacco tax increase in 2020, which raised …
This study evaluates the potential impacts of Ethiopia's tobacco tax increase in 2020, which raised cigarette prices by approximately 67%. Employing parameters such as price elasticity of demand and smoking prevalence, the analysis utilizes existing literature and secondary data to model the effects of the reform on various outcomes, focusing on life years, tax revenues, cigarette expenditures, and catastrophic health expenditures (CHE). Concentrating solely on male smokers due to low female smoking rates, the results…
Health/Medicine | Mathematical Models | Health Outcomes | Cost-Effectiveness Analysis | Policy/Regulation | Sub-Saharan Africa -
ArticlePublication 2022Child Health Inequity through Case Management of Under-Five Malaria in Nigeria: An ECEA
This study assesses the potential impact of subsidies covering the direct and indirect costs of …
This study assesses the potential impact of subsidies covering the direct and indirect costs of under-five malaria case management in Nigeria, utilizing an extended cost-effectiveness analysis (ECEA) and a decision tree model. Findings reveal that fully subsidizing medical, non-medical, and indirect costs could annually avert over 19,000 under-five deaths, 8,600 cases of catastrophic health expenditure (CHE), and US$187 million in out-of-pocket (OOP) spending. Per US$1 million invested, this translates to a significant reduction in under-five…
Health/Medicine | Mathematical Models | Health Outcomes | Cost-Effectiveness Analysis | Infectious Diseases | Child/Nutrition | Policy/Regulation | Sub-Saharan Africa -
ArticlePublication 2020Infectious Disease Pandemic Planning and Response: Incorporating Decision Analysis
During a pandemic, decisions must be made under rapidly changing, uncertain conditions. Despite advances in …
During a pandemic, decisions must be made under rapidly changing, uncertain conditions. Despite advances in analytical methods for gaining early situational awareness (i.e., of a disease’s transmissibility and severity) and for predicting the likely effectiveness of interventions, a major gap exists globally in terms of integrating this information in policy documents. The authors argue that mathematical and statistical models are important tools for pandemic planning and response. Once an outbreak of pandemic potential has been…
Health/Medicine | Mathematical Models | Decision Analysis | Health Systems | Government/Law | Global -
ArticlePublication 2021Cost-Effectiveness of Hypertension Treatment by Pharmacists in Black Barbershops
The Los Angeles Barbershop Blood Pressure Study (LABBPS) examined the effectiveness and cost of a …
The Los Angeles Barbershop Blood Pressure Study (LABBPS) examined the effectiveness and cost of a one-year pharmacist-led hypertension care intervention in Black-owned barbershops in Los Angeles County, focused on non-Hispanic Black men with uncontrolled hypertension. Using a discrete event simulation, the researchers projected the 10-year health outcomes and health care costs associated with the intervention compared to a control group. The costs and quality-adjusted life-years (QALYs) were calculated from a health care sector perspective, with…
Health/Medicine | Mathematical Models | Cost-Effectiveness Analysis | Chronic Disease/Risk | Clinical Care | North America -
OrganizationPublication 2024Based on Science
Since President Lincoln signed a congressional charter forming the National Academy of Sciences in 1863, …
Since President Lincoln signed a congressional charter forming the National Academy of Sciences in 1863, the National Academies have served the nation by drawing on the knowledge of the country’s top experts to deliver nonpartisan, objective advice on scientific matters. Based On Science uses the community of experts to provide the most up-to-date, evidence-based information about science and health questions that affect the decisions we make each day. This description was extracted from the Based…
Health/Medicine | Evidence Synthesis | Climate/Environment | Culture/Society | Energy/Engineering | Education/Labor | Science/Technology | North America -
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/Medicine | Evidence Synthesis | Health Outcomes | Infectious Diseases | Social Determinants | Policy/Regulation | Clinical Care | Culture/Society | Science/Technology | North America -
ArticlePublication 2021COVID-19 Vaccine Hesitancy: The Five C's to Tackle Behavioral and Sociodemographic Factors
Reversing and mitigating the ongoing damage associated with the COVID-19 pandemic requires that 60-70% of …
Reversing and mitigating the ongoing damage associated with the COVID-19 pandemic requires that 60-70% of the world’s population needs to be vaccinated. This article acknowledges that hesitancy is one of the most substantial hurdles to vaccination uptake at levels that would achieve herd immunity. Authors define hesitancy as “a delay in acceptance or refusal despite availability.” Five factors are proposed to tackle vaccine hesitancy, referred to as the five “C’s”: Confidence (importance, safety and efficacy…
Health/Medicine | Evidence Synthesis | Decision Psychology | Preferences/Values | Health Outcomes | Infectious Diseases | Social Determinants | Culture/Society | Science/Technology | North America -
ReviewPublication 2020Public Health and Online Misinformation: Challenges and Recommendations
The internet has become a popular resource to learn about health and to investigate one's …
The internet has become a popular resource to learn about health and to investigate one's own health condition. However, given the large amount of inaccurate information online, people can easily become misinformed. Individuals have always obtained information from outside the formal health care system, so how has the internet changed people's engagement with health information? This review explores how individuals interact with health misinformation online, whether it be through search, user-generated content, or mobile apps.…
Health/Medicine | Evidence Synthesis | Social Determinants | Health Systems | Culture/Society | North America