Artificial intelligence based prediction models for individuals at risk of multiple diabetic complications: A systematic review of the literature

Gosak, L (通讯作者),Univ Maribor, Fac Hlth Sci, Maribor, Slovenia.
2022-11
AimThe aim of this review is to examine the effectiveness of artificial intelligence in predicting multimorbid diabetes-related complications. BackgroundIn diabetic patients, several complications are often present, which have a significant impact on the quality of life; therefore, it is crucial to predict the level of risk for diabetes and its complications. EvaluationInternational databases PubMed, CINAHL, MEDLINE and Scopus were searched using the terms artificial intelligence, diabetes mellitus and prediction of complications to identify studies on the effectiveness of artificial intelligence for predicting multimorbid diabetes-related complications. The results were organized by outcomes to allow more efficient comparison. Key issuesBased on the inclusion/exclusion criteria, 11 articles were included in the final analysis. The most frequently predicted complications were diabetic neuropathy (n = 7). Authors included from two to a maximum of 14 complications. The most commonly used prediction models were penalized regression, random forest and Naive Bayes model neural network. ConclusionThe use of artificial intelligence can predict the risks of diabetes complications with greater precision based on available multidimensional datasets and provides an important tool for nurses working in preventive health care. Implications for Nursing ManagementUsing artificial intelligence contributes to a better quality of care, better autonomy of patients in diabetes management and reduction of complications, costs of medical care and mortality.
JOURNAL OF NURSING MANAGEMENT
卷号:30|期号:8|页码:3765-3776
ISSN:0966-0429|收录类别:SCIE
语种
英语
来源机构
University of Maribor; University of Primorska; University of Maribor; University of Edinburgh
被引频次(WOS)
0
被引频次(其他)
0
180天使用计数
5
2013以来使用计数
5
EISSN
1365-2834
出版年
2022-11
DOI
10.1111/jonm.13894
学科领域
循证管理学
关键词
artificial intelligence diabetes prediction models prediction of diabetes complications
WOS学科分类
Management Nursing