Imaging, Health Record, and Artificial Intelligence: Hype or Hope?

Current Cardiology Reports
Marco MazzantiEndri Hasimi

Abstract

The review is focused on "digital health", which means advanced analytics based on multi-modal data. The "Health Care Internet of Things", which uses sensors, apps, and remote monitoring could provide continuous clinical information in the cloud that enables clinicians to access the information they need to care for patients everywhere. Greater standardization of acquisition protocols will be needed to maximize the potential gains from automation and machine learning. Recent artificial intelligence applications on cardiac imaging will not be diagnosing patients and replacing doctors but will be augmenting their ability to find key relevant data they need to care for a patient and present it in a concise, easily digestible format. Risk stratification will transition from oversimplified population-based risk scores to machine learning-based metrics incorporating a large number of patient-specific clinical and imaging variables in real-time beyond the limits of human cognition. This will deliver highly accurate and individual personalized risk assessments and facilitate tailored management plans.

References

Nov 1, 2001·Journal of the American Medical Informatics Association : JAMIA·I SimP C Tang
Jan 30, 2007·Health Affairs·Louise Liang
Jun 27, 2008·Health Care Management Review·Maziar AbdolrasulniaRobert G Brooks
Jan 20, 2010·Journal of Cardiovascular Computed Tomography·Damini DeyDaniel S Berman
Apr 14, 2011·Journal of the American Medical Informatics Association : JAMIA·Lynn Curry, Martin H Reed
Jan 5, 2013·Artificial Intelligence in Medicine·Casey C Bennett, Kris Hauser
Apr 4, 2013·JAMA : the Journal of the American Medical Association·Travis B Murdoch, Allan S Detsky
Jul 1, 2010·IEEE Signal Processing Magazine·Miles N WernickStephen C Strother
Jul 15, 2015·Journal of the American College of Cardiology·Masafumi Kitakaze
Aug 2, 2016·Journal of the American Society of Echocardiography : Official Publication of the American Society of Echocardiography·Kyoko OtaniMasaaki Takeuchi
Nov 26, 2016·Journal of the American College of Cardiology·Sukrit NarulaPartho P Sengupta
Nov 26, 2016·Journal of the American College of Cardiology·A Jamil Tajik
Feb 18, 2017·Radiographics : a Review Publication of the Radiological Society of North America, Inc·Bradley J EricksonTimothy L Kline
Mar 10, 2017·Expert Review of Medical Devices·Piotr J SlomkaGuido Germano

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Citations

Nov 5, 2019·Journal of Digital Imaging·Cheryl A Petersilge
Jan 18, 2021·Laboratory Investigation; a Journal of Technical Methods and Pathology·Miao Cui, David Y Zhang

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