Characteristics and Quality of Diagnostic and Risk Prediction Models for Frailty in Older Adults: A Systematic Review

心理信息 梅德林 预测建模 医学 荟萃分析 老年学 系统回顾 心理学 计算机科学 机器学习 政治学 内科学 法学
作者
Yinyan Gao,Yancong Chen,Mingyue Hu,Ting Gan,Xuemei Sun,Zixuan Zhang,Wenbo He,Xinyin Wu
出处
期刊:Journal of Applied Gerontology [SAGE Publishing]
卷期号:41 (9): 2113-2126 被引量:6
标识
DOI:10.1177/07334648221097084
摘要

Several prediction models for frailty in older adults have been published, but their characteristics and methodological quality are unclear. This review aims to summarize and critically appraise the prediction models. Studies describing multivariable prediction models for frailty among older adults were included. PubMed, Embase, Web of Science, and PsycINFO were searched from outset to Feb 21, 2021. Methodological and reporting quality of included models were evaluated by PROBAST and TRIPOD, respectively. All results were descriptively summarized. Twenty articles including 39 models were identified. The included models showed good predictive discrimination with C indices ranging from 0.70 to 0.98. However, all studies except one were assessed as high risk of bias mainly due to inappropriate analysis; meanwhile, poor reporting quality was also frequently observed. Few mature prediction models can be used in practice. Researchers should pay more attention to external validation and improving the quality both in methodology and reporting.
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