Perceptions of Data Set Experts on Important Characteristics of Health Data Sets Ready for Machine Learning A Qualitative Study

• Published in: JAMA network open Vol. 6; no. 12; p. e2345892
• Main Authors: Ng, Madelena Y., Youssef, Alaa, Miner, Adam S., Sarellano, Daniela, Long, Jin, Larson, David B., Hernandez-Boussard, Tina, Langlotz, Curtis P.
• Format: Journal Article
• Language: English
• Published: United States American Medical Association 01.12.2023
• Subjects: Adult; Artificial Intelligence; Datasets; Delivery of Health Care; Ethics; Female; Health Informatics; Humans; Machine Learning; Male; Online Only; Original Investigation; Qualitative Research

The lack of data quality frameworks to guide the development of artificial intelligence (AI)-ready data sets limits their usefulness for machine learning (ML) research in health care and hinders the diagnostic excellence of developed clinical AI applications for patient care. To discern what constit...