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…
Mathematical Models | Health/Medicine | 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…
Mathematical Models | Health/Medicine | Policy/Regulation | Health Outcomes | Cost-Effectiveness Analysis | Sub-Saharan Africa -
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,…
Decision Psychology | Health/Medicine | Infectious Diseases | 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…
Benefit-Cost Analysis | Health/Medicine | Infectious Diseases | Preferences/Values | Government/Law | North America -
ArticlePublication 2021Why the Backfire Effect Does Not Explain the Durability of Political Misperceptions
Previous research indicated that corrective information can sometimes provoke a so-called “backfire effect” in which …
Previous research indicated that corrective information can sometimes provoke a so-called “backfire effect” in which respondents more strongly endorsed a misperception about a controversial political or scientific issue when their beliefs or predispositions were challenged. This article shows how subsequent research and media coverage seized on this finding, distorting its generality and exaggerating its role relative to other factors in explaining the durability of political misperceptions. To the contrary, an emerging research consensus finds that…
Decision Psychology | Health/Medicine | Social Determinants | Preferences/Values | Culture/Society | Government/Law | Science/Technology | North America -
ArticlePublication 2021Narrative Truth About Scientific Misinformation
Science and storytelling mean different things when they speak of truth. This difference leads some …
Science and storytelling mean different things when they speak of truth. This difference leads some to blame storytelling for presenting a distorted view of science and contributing to misinformation. Yet others celebrate storytelling as a way to engage audiences and share accurate scientific information. This review disentangles the complexities of how storytelling intersects with scientific misinformation. Storytelling is the act of sharing a narrative, and science and narrative represent two distinct ways of constructing reality.…
Decision Psychology | Health/Medicine | Social Determinants | Preferences/Values | Culture/Society | Science/Technology | Global | North America -
ArticlePublication 2021Misinformation and Public Opinion of Science and Health
This article summarizes the literature on misinformation, beginning with an overview of the most common …
This article summarizes the literature on misinformation, beginning with an overview of the most common definitions of misinformation (and related terms) in the communication literature and then a review of academic studies in the areas of science and health. The author acknowledges four overarching questions that have emerged prominently in recent years: (1) What does “misinformation” (and the terms that are oftentimes treated synonymously) mean? (2) How big of a problem is it in areas…
Decision Psychology | Energy/Engineering | Social Determinants | Preferences/Values | Climate/Environment | Culture/Society | Education/Labor | Science/Technology | Global | North America -
ReviewPublication 2021European News Consumers' Perceptions of Misinformation
This study indicated that news users across ten different European countries are quite concerned about …
This study indicated that news users across ten different European countries are quite concerned about misinformation in their information environment. Respondents were most likely to associate politicians, corporations, and foreign actors with misinformation. They perceived misinformation to be most common for topics like immigration, the economy, and the environment. This offered support for the increasingly more relative and politicized status of facts in people’s credibility perceptions. Yet, differences across sources and issues were relatively modest,…
Decision Psychology | Health/Medicine | Social Determinants | Preferences/Values | Culture/Society | Education/Labor | Science/Technology | Europe -
ArticlePublication 2017Misinformation Lingers in Memory: Failure of Three Pro-Vaccination Strategies
People's inability to update their memories in light of corrective information may have important public …
People's inability to update their memories in light of corrective information may have important public health consequences, as in the case of vaccination choice. The authors compare three potentially effective strategies in vaccine promotion: (1) one contrasting myths vs. facts, (2) one employing fact and icon boxes, and (3) one showing images of non-vaccinated sick children. Beliefs in the autism/vaccines link and in vaccines side effects, along with intention to vaccinate a future child, were…
Decision Psychology | Health/Medicine | Infectious Diseases | Preferences/Values | Child/Nutrition | Culture/Society | Government/Law | Science/Technology | North America