Use of machine learning in geriatric clinical care for chronic diseases: a systematic literature review

JAMIA Open
Avishek ChoudhuryOnur Asan

Abstract

Geriatric clinical care is a multidisciplinary assessment designed to evaluate older patients' (age 65 years and above) functional ability, physical health, and cognitive well-being. The majority of these patients suffer from multiple chronic conditions and require special attention. Recently, hospitals utilize various artificial intelligence (AI) systems to improve care for elderly patients. The purpose of this systematic literature review is to understand the current use of AI systems, particularly machine learning (ML), in geriatric clinical care for chronic diseases. We restricted our search to eight databases, namely PubMed, WorldCat, MEDLINE, ProQuest, ScienceDirect, SpringerLink, Wiley, and ERIC, to analyze research articles published in English between January 2010 and June 2019. We focused on studies that used ML algorithms in the care of geriatrics patients with chronic conditions. We identified 35 eligible studies and classified in three groups: psychological disorder (n = 22), eye diseases (n = 6), and others (n = 7). This review identified the lack of standardized ML evaluation metrics and the need for data governance specific to health care applications. More studies and ML standardization tailored to health care ...Continue Reading

References

Jun 30, 2001·JAMA : the Journal of the American Medical Association·L C WalterK E Covinsky
Oct 3, 2002·Annual Review of Medicine·Robert J LuchiC Porter Storey
Feb 1, 2003·The Journals of Gerontology. Series A, Biological Sciences and Medical Sciences·Laura P SandsC Seth Landefeld
Mar 27, 2003·Journal of the American Geriatrics Society·Kenneth E CovinskyC Seth Landefeld
Nov 4, 2004·JAMA : the Journal of the American Medical Association·Thomas M GillZhenchao Guo
Dec 13, 2006·Neurology·James E GalvinJohn C Morris
May 12, 2007·Journal of the American Geriatrics Society·Sharon K InouyeGeorge A Kuchel
Sep 5, 2008·Journal of General Internal Medicine·Bianca M BuurmanSophia E de Rooij
Oct 3, 2008·Journal of General Internal Medicine·Elmer D AbboElbert S Huang
Dec 20, 2008·Journal of the American Geriatrics Society·Cynthia M BoydKenneth E Covinsky
Dec 23, 2008·The British Journal of Radiology·M MuttarakC Sivasomboon
Feb 4, 2009·Journal of the American Geriatrics Society·Pearl G LeeCaroline Blaum
Nov 27, 2009·Neuro-degenerative Diseases·Tobias NefRobert Riener
May 25, 2010·Journal of Neuroengineering and Rehabilitation·Ira KhannaLarry W Forrester
Aug 25, 2010·Journal of Manipulative and Physiological Therapeutics·Cheryl HawkLisa Z Killinger
Oct 20, 2010·Journal of Neuroengineering and Rehabilitation·Jaka ZiherlMarko Munih
Nov 4, 2010·JAMA : the Journal of the American Medical Association·Thomas M GillTerrence E Murphy
Mar 16, 2011·Ageing Research Reviews·Alessandra MarengoniLaura Fratiglioni
Jul 15, 2011·Nature·Carlos D BustamanteFrancisco M De la Vega
Aug 25, 2011·Nature Reviews. Clinical Oncology·Nicholas B La Thangue, David J Kerr
Sep 3, 2011·Journal of the American Geriatrics Society·Mary E TinettiPeter N Peduzzi
Oct 20, 2011·JAMA : the Journal of the American Medical Association·Devan KansagaraSunil Kripalani
Oct 27, 2011·JAMA : the Journal of the American Medical Association·Kenneth E CovinskyC Bree Johnston
Jan 12, 2012·JAMA : the Journal of the American Medical Association·Lindsey C YourmanAlexander K Smith
May 1, 2012·Journal of Patient Safety·Scott D McKnight
May 16, 2012·PloS One·Mark V AlbertArun Jayaraman
Jul 13, 2012·Investigative Ophthalmology & Visual Science·Michael H GoldbaumChristopher Bowd
Sep 22, 2012·Journal of the American Geriatrics Society·UNKNOWN Guiding principles for the care of older adults with multimorbidity: an approach for clinicians
Dec 21, 2012·Proceedings of the American Thoracic Society·Leonardo M FabbriUNKNOWN ATS/ERS Ad Hoc Committee on Integrating and Coordinating Efforts in COPD Guideline Development
Mar 16, 2013·American Journal of Alzheimer's Disease and Other Dementias·Rowena ChinNagaendran Kandiah
May 29, 2013·Artificial Intelligence in Medicine·Rubén ArmañanzasPedro Larrañaga
Jan 21, 2014·Journal of General Internal Medicine·Cynthia M Boyd, David M Kent
Jan 21, 2014·Journal of General Internal Medicine·Carlos O WeissDavid M Kent
Jan 21, 2014·Journal of General Internal Medicine·Thomas A TrikalinosCynthia M Boyd
Feb 12, 2014·Methods of Information in Medicine·A DiasA Horsch
Jul 1, 2014·Journal of Cheminformatics·Rafał KurczabAndrzej J Bojarski
Aug 26, 2014·Nature Reviews. Cancer·Miao Wang, Randal J Kaufman
Jan 15, 2015·IEEE Transactions on Bio-medical Engineering·Ahmad AklAlex Mihailidis

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Citations

Apr 11, 2021·BMC Medical Informatics and Decision Making·Silvana SecinaroPaolo Biancone
Jun 15, 2021·Annals of Geriatric Medicine and Research·Nazila Javadi-PashakiSamad Karkhah

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Clinical Trials Mentioned

NCT00891735

Software Mentioned

ProQuest

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