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 | Infectious Diseases | Mathematical Models | Chronic Disease/Risk -
ArticlePublication 2022Hospitalization Costs for COVID-19 in Ethiopia: Empirical Data and Analysis from Addis Ababa's Largest Dedicated Treatment Center
This study examines the comprehensive costs of hospitalization for COVID-19 disease at Ekka Kotebe COVID-19 …
This study examines the comprehensive costs of hospitalization for COVID-19 disease at Ekka Kotebe COVID-19 treatment center in Addis Ababa, Ethiopia, the largest dedicated hospital for COVID-19 patient care in the country. Through retrospective collection and analysis of clinical and cost data from March to November 2020, including personnel time, drugs, medical supplies, and facility utilities, the study estimates the cost per treated COVID-19 episode stratified by disease severity. Over the study period, 2,543 COVID-19…
Health/Medicine | Infectious Diseases | Costing Methods | 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 | Infectious Diseases | Health Outcomes | Mathematical Models | Cost-Effectiveness Analysis | Child/Nutrition | Policy/Regulation | Sub-Saharan Africa -
ArticlePublication 2021Rational Policymaking during a Pandemic
Policymaking during a pandemic can be extremely challenging. As COVID-19 is a new disease and …
Policymaking during a pandemic can be extremely challenging. As COVID-19 is a new disease and its global impacts are unprecedented, decisions are taken in a highly uncertain, complex, and rapidly changing environment. In such a context, in which human lives and the economy are at stake, the authors argue that using ideas and constructs from modern decision theory, even informally, will make policymaking a more responsible and transparent process.
Health/Medicine | Infectious Diseases | Decision Theory | Priority Setting/Ethics | Policy/Regulation | Government/Law | Science/Technology | Global -
ArticlePublication 2020Perceptions of COVID-19 around the World
This study evaluates public risk perception of COVID-19 around the world in ten countries across …
This study evaluates public risk perception of COVID-19 around the world in ten countries across Europe, America, and Asia. They found that significant predictors of risk perception included personal experience with the virus, individualistic and prosocial values, hearing about the virus from friends and family, trust in government, science, and medical professionals, personal knowledge of government strategy, and personal and collective efficacy. Although there was substantial variability across cultures, individualistic worldviews, personal experience, prosocial values,…
Health/Medicine | Infectious Diseases | Decision Psychology | Preferences/Values | Risk Analysis | Culture/Society | Global -
ArticlePublication 2021COVID and the Age–VSL Relationship
In this article, the researchers explore the approach used to value COVID-19 mortality risk reductions …
In this article, the researchers explore the approach used to value COVID-19 mortality risk reductions in analyses of lockdowns and other policies. Many rely on a population-average estimate of the value per statistical life (VSL); others adjust VSL for life expectancy at the age of death. The article explores the implications of theory and empirical studies, which suggest that the relationship between age and VSL is uncertain; these uncertainties in turn may affect whether the…
Health/Medicine | Infectious Diseases | Preferences/Values | Benefit-Cost Analysis | Government/Law | North America -
Online LearningVideo, Teaching Resource 2021Reporting on COVID-19 Vaccines at the Intersection of Science and Politics
Journalists play a vital role in communicating to the public about COVID-19 vaccines, and currently …
Journalists play a vital role in communicating to the public about COVID-19 vaccines, and currently under challenging circumstances. The science surrounding COVID-19 is rapidly changing, vaccines have been developed at “warp speed” using a new approach, and misinformation is on the rise. Moreover, current and historical injustices and inequities, as well as heightened political polarization, affect what information is consumed, trusted, and acted upon. This webinar offers an opportunity for members of the media to…
Health/Medicine | Infectious Diseases | Decision Psychology | Preferences/Values | Social Determinants | Policy/Regulation | Culture/Society | Science/Technology | North America -
ArticlePublication 2021National Academies Work Helps Foster an Evidence-Based Information Environment
U.S. Surgeon General Vivek Murthy issued a public advisory on health misinformation, calling it a …
U.S. Surgeon General Vivek Murthy issued a public advisory on health misinformation, calling it a “serious threat to public health” and encouraging all Americans to help slow its spread during the COVID-19 pandemic and beyond. To that end, the National Academies have been addressing misinformation in health and science on multiple fronts and are taking steps to help cultivate a fact- and evidence-based information environment. This description was extracted from the article.
Health/Medicine | Infectious Diseases | Decision Psychology | Preferences/Values | Social Determinants | Policy/Regulation | Culture/Society | 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 | Infectious Diseases | Health Outcomes | Evidence Synthesis | Social Determinants | Policy/Regulation | Clinical Care | Culture/Society | Science/Technology | North America