Resources Repository
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ArticlePublication 2022Economic Value of Clinical Artificial Intelligence
Artificial intelligence (AI) is increasingly used in clinical applications. Nevertheless, its flexibility and difficulties around …
Artificial intelligence (AI) is increasingly used in clinical applications. Nevertheless, its flexibility and difficulties around collecting data on its clinical impacts make value assessment challenging. This article uses a value framework as the basis for assessing how AI may create value depending on how it is used. Authors also provide advice to health economists seeking to model AI’s clinical impacts. There are multiple ways that AI challenges traditional health technology assessment methodology. Authors highlight several…
Technology Assessment | Value of Information | Economics/Finance | Science/Technology | Global -
ArticlePublication 2020Impact of Treatment and Imaging Modalities on 5-Year Net Survival of 11 Cancers in 200 Countries
This analysis describes the development of a microsimulation model of stage-specific cancer survival in 200 …
This analysis describes the development of a microsimulation model of stage-specific cancer survival in 200 countries/territories for 11 cancers (oesophagus, stomach, colon, rectum, anus, liver, pancreas, lung, breast, cervix uteri, and prostate). The paper estimated current 5-year net survival for diagnosed cancers in each country and potential survival gains from increasing the availability of individual treatment and imaging modalities, and more comprehensive packages of scale-up. Global 5-year net survival for all 11 cancers (combined) is…
Priority Setting/Ethics | Calibration/Validation | Health Outcomes | Microsimulation | Chronic Disease/Risk | Health Systems | Global -
ArticlePublication 2016An Economic Evaluation of the PEN Program in Indonesia
Responding to the economic and health burden of noncommunicable diseases (NCDs), the World Health Organization (WHO) …
Responding to the economic and health burden of noncommunicable diseases (NCDs), the World Health Organization (WHO) introduced the Package of Essential Noncommunicable disease (PEN) interventions. Several countries, including Indonesia, implemented the PEN program. To assess the value of the investment in the current program, an economic evaluation of the program was conducted with collaboration between the Ministry of Health in Indonesia, the WHO, and the International Decision Support Initiative (iDSI). This study evaluated the delivery of…
Priority Setting/Ethics | Technology Assessment | Cost-Effectiveness Analysis | Chronic Disease/Risk | Health Systems | Economics/Finance | Government/Law | Health/Medicine | Asia & Pacific -
ArticlePublication 2023Evaluation of Diversity of Clinical Trials Informing Health Technology Assessments in the United States: A 5-Year Analysis of Institute for Clinical and Economic Review Assessments
The study assessed the diversity of clinical trials informing assessments by the Institute for Clinical …
The study assessed the diversity of clinical trials informing assessments by the Institute for Clinical and Economic Review (ICER) over five years (2017-2021). It conducted a cross-sectional analysis of 208 pivotal trials across 31 conditions. Findings revealed inadequate representation of racial/ethnic minorities and older adults, with Blacks/African Americans, American Indians/Alaska Natives, and Hispanics/Latinos being notably underrepresented. Whites, Asians, and Native Hawaiian/Other Pacific Islanders were adequately represented. US-based trials better represented Blacks/African Americans and Hispanics/Latinos but…
Technology Assessment | Evidence Synthesis | Health/Medicine | North America -
ArticlePublication 2023Evolving Nature of Health Technology Assessment: A Critical Appraisal of NICE's New Methods Manual
The National Institute for Health and Care Excellence (NICE) updated its Health Technology Evaluation manual …
The National Institute for Health and Care Excellence (NICE) updated its Health Technology Evaluation manual in 2022, merging processes from all 4 Health Technology Evaluation programs into a single document. Key changes include introducing a new disease severity modifier while maintaining existing methods on health inequality, discounting, unrelated healthcare costs, and value of information. Changes were categorized by importance, with most being modest updates or clarifications aligning with existing principles. The methods involved a 2-stage…
Technology Assessment | Health/Medicine | Europe -
ArticlePublication 2023Consolidated Health Economic Evaluation Reporting Standards - Value of Information (CHEERS-VOI): Explanation and Elaboration
The Consolidated Health Economic Evaluation Reporting Standards Value of Information (CHEERS-VOI) 2022 checklist aims to …
The Consolidated Health Economic Evaluation Reporting Standards Value of Information (CHEERS-VOI) 2022 checklist aims to standardize reporting of Value of Information (VOI) analyses conducted alongside economic evaluations, ensuring transparent, reproducible, and high-quality reporting. Developed through a Delphi study, the CHEERS-VOI checklist includes 33 items, with 7 modifications and 6 new reporting criteria, building upon the existing CHEERS statement. Delphi participants rated candidate items through three survey rounds, resulting in the final checklist. This checklist should…
Value of Information | Evidence Synthesis | Health/Medicine -
ArticlePublication 2023Calibration and Validation of the Colorectal Cancer and Adenoma Incidence and Mortality (CRC-AIM) Microsimulation Model Using Deep Neural Networks
This study explores the efficacy of machine learning (ML)-based emulators in calibrating complex microsimulation models, …
This study explores the efficacy of machine learning (ML)-based emulators in calibrating complex microsimulation models, using the Colorectal Cancer (CRC)-Adenoma Incidence and Mortality (CRC-AIM) model as a case study. ML algorithms, including deep neural networks (DNN), were trained and compared using data generated from the CRC-AIM model to predict various outcomes. The DNN outperformed other algorithms and efficiently predicted outcomes, reducing computational burden significantly. The calibrated CRC-AIM model demonstrated cross-model validity against established CISNET models…
Calibration/Validation | Microsimulation | Chronic Disease/Risk | Health/Medicine | North America -
ArticlePublication 2023Simulation-Based Comparative Effectiveness Analysis of Policies to Improve Global Maternal Health Outcomes
The Sustainable Development Goals include a target to reduce the global maternal mortality ratio (MMR) …
The Sustainable Development Goals include a target to reduce the global maternal mortality ratio (MMR) to less than 70 maternal deaths per 100,000 live births by 2030, with no individual country exceeding 140. However, on current trends the goals are unlikely to be met. The authors used an empirically calibrated Global Maternal Health microsimulation model, which simulates individual women in 200 countries and territories to evaluate the impact of different interventions and strategies from 2022…
Calibration/Validation | Health Outcomes | Mathematical Models | Microsimulation | Maternal/Reproductive Health | Health Systems | Clinical Care | Health/Medicine | Global -
ArticlePublication 2023Simulation-Based Estimates and Projections of Global, Regional and Country-Level Maternal Mortality by Cause, 1990-2050
While progress has been made globally to reduce maternal deaths, measurement remains a challenge given …
While progress has been made globally to reduce maternal deaths, measurement remains a challenge given the many causes and frequent underreporting of maternal deaths. The authors developed a structural microsimulation model of Global Maternal Health (GMatH) for 200 countries and territories using demographic, epidemiologic, clinical and health system data synthesized from the medical literature, Civil Registration Vital Statistics systems and Demographic and Health Survey data. The model was calibrated to empirical data from 1990 to…
Calibration/Validation | Health Outcomes | Evidence Synthesis | Microsimulation | Maternal/Reproductive Health | Health Systems | Clinical Care | Health/Medicine | Global