[HTML][HTML] Data quality in health research: integrative literature review

FA Bernardi, D Alves, N Crepaldi, DB Yamada… - Journal of medical …, 2023‏ - jmir.org
Background Decision-making and strategies to improve service delivery must be supported
by reliable health data to generate consistent evidence on health status. The data quality …

The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review

D Schwabe, K Becker, M Seyferth, A Klaß… - NPJ Digital …, 2024‏ - nature.com
The adoption of machine learning (ML) and, more specifically, deep learning (DL)
applications into all major areas of our lives is underway. The development of trustworthy AI …

Automating electronic health record data quality assessment

O Ozonze, PJ Scott, AA Hopgood - Journal of Medical Systems, 2023‏ - Springer
Abstract Information systems such as Electronic Health Record (EHR) systems are
susceptible to data quality (DQ) issues. Given the growing importance of EHR data, there is …

Early prediction of Alzheimer's disease and related dementias using real‐world electronic health records

Q Li, X Yang, J Xu, Y Guo, X He, H Hu… - Alzheimer's & …, 2023‏ - Wiley Online Library
Introduction This study aims to explore machine learning (ML) methods for early prediction
of Alzheimer's disease (AD) and related dementias (ADRD) using the real‐world electronic …

Synergies between centralized and federated approaches to data quality: a report from the national COVID cohort collaborative

ER Pfaff, AT Girvin, DL Gabriel, K Kostka… - Journal of the …, 2022‏ - academic.oup.com
Objective In response to COVID-19, the informatics community united to aggregate as much
clinical data as possible to characterize this new disease and reduce its impact through …

The OneFlorida Data Trust: a centralized, translational research data infrastructure of statewide scope

WR Hogan, EA Shenkman, T Robinson… - Journal of the …, 2022‏ - academic.oup.com
Abstract The OneFlorida Data Trust is a centralized research patient data repository created
and managed by the OneFlorida Clinical Research Consortium (“OneFlorida”). It comprises …

COVID‐19 patients with documented alcohol use disorder or alcohol‐related complications are more likely to be hospitalized and have higher all‐cause mortality

KL Bailey, H Sayles, J Campbell… - Alcoholism: Clinical …, 2022‏ - Wiley Online Library
Abstract Background Coronavirus Disease 2019 (COVID‐19) has affected every country
globally, with hundreds of millions of people infected with the SARS‐CoV‐2 virus and over 6 …

Data quality—concepts and problems

MJ Hassenstein, P Vanella - Encyclopedia, 2022‏ - mdpi.com
Definition Data Quality is, in essence, understood as the degree to which the data of interest
satisfies the requirements, is free of flaws, and is suited for the intended purpose. Data …

Higher hospitalization and mortality rates among SARS‐CoV‐2‐infected persons in rural America

AJ Anzalone, R Horswell, BM Hendricks… - The Journal of Rural …, 2023‏ - Wiley Online Library
Purpose Rural communities are among the most underserved and resource‐scarce
populations in the United States. However, there are limited data on COVID‐19 outcomes in …

Clustering analysis of geriatric and acute characteristics in a cohort of very old patients on admission to ICU

O Mousai, L Tafoureau, T Yovell, H Flaatten… - Intensive care …, 2022‏ - Springer
Purpose The biological and functional heterogeneity in very old patients constitutes a major
challenge to prognostication and patient management in intensive care units (ICUs). In …