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:5
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.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
mmgf发布了新的文献求助10
刚刚
orixero应助京京采纳,获得30
刚刚
在水一方应助彩色莞采纳,获得10
刚刚
renxue给renxue的求助进行了留言
1秒前
isa完成签到,获得积分10
1秒前
南漂发布了新的文献求助10
1秒前
哈哈哈发布了新的文献求助10
2秒前
王肖发布了新的文献求助10
2秒前
羊羊羊发布了新的文献求助30
2秒前
田様应助yy采纳,获得10
3秒前
3秒前
卡拉蹦蹦发布了新的文献求助10
3秒前
愚公发布了新的文献求助10
4秒前
我真的不是robot应助wu采纳,获得10
4秒前
和谐乐儿发布了新的文献求助100
5秒前
科研通AI5应助anwen采纳,获得30
6秒前
7秒前
SciGPT应助哈哈哈采纳,获得10
7秒前
hyh完成签到 ,获得积分10
7秒前
宋十一发布了新的文献求助10
8秒前
赘婿应助yny采纳,获得10
9秒前
莲枳榴莲完成签到,获得积分10
9秒前
华仔应助LJ采纳,获得10
9秒前
hans应助Hazel采纳,获得10
10秒前
10秒前
roleplay发布了新的文献求助10
10秒前
mmgf完成签到,获得积分10
10秒前
12秒前
12秒前
orixero应助多情的夏蓉采纳,获得10
13秒前
Hello应助roleplay采纳,获得10
14秒前
14秒前
zhao 123完成签到,获得积分10
15秒前
16秒前
yy发布了新的文献求助10
16秒前
16秒前
科研通AI5应助樊晓采纳,获得50
17秒前
复杂瑛完成签到,获得积分10
17秒前
17秒前
Sesenta1发布了新的文献求助10
17秒前
高分求助中
All the Birds of the World 4000
Production Logging: Theoretical and Interpretive Elements 3000
Les Mantodea de Guyane Insecta, Polyneoptera 2000
Homolytic deamination of amino-alcohols 1000
Machine Learning Methods in Geoscience 1000
Weirder than Sci-fi: Speculative Practice in Art and Finance 960
Resilience of a Nation: A History of the Military in Rwanda 888
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3728565
求助须知:如何正确求助?哪些是违规求助? 3273595
关于积分的说明 9982653
捐赠科研通 2988993
什么是DOI,文献DOI怎么找? 1639998
邀请新用户注册赠送积分活动 779078
科研通“疑难数据库(出版商)”最低求助积分说明 747897