ArticleAging clinical and experimental research2024
Development and validation of prediction model for older adults with cognitive frailty.
Article in Aging clinical and experimental research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 2 of them syntheses that pooled it.
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Who cites it
8 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Risk prediction model for cognitive frailty in older adults with diabetes: a systematic review and meta-analysis.Frontiers in endocrinology · 2026Pooled it
- The risk prediction models for cognitive frailty in the older people in China: a systematic review and meta-analysis.BMC geriatrics · 2025Pooled it
- Prevalence and predictive factors of cognitive impairment among hospitalized older adults in iran: a cross-sectional study, 2024.Aging clinical and experimental research · 2026Article
- Latent profile analysis of depressive symptoms among Chinese older adults with disabilities and associated factors.Frontiers in psychiatry · 2026Article
- Development and validation of a predictive model for cognitive frailty in community-dwelling older adults: a cross-sectional study.Frontiers in public health · 2025Article
- Subjective cognitive decline-a neglected but preventable public health concern: development and validation of a risk prediction model for subjective cognitive decline in older adults: a cross-sectional survey study from Anhui Province in eastern China.Frontiers in public health · 2025Article
- Development and comparative validation of multiple models for cognitive frailty in older adults residing in nursing homes.Frontiers in public health · 2025Article
- Combining choline bitartrate and vitamin B12 ameliorates cognitive impairment in hypertensive elders with cognitive frailty.Pharmacological research · 2024Article
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Authors and funding
7 authors.
Funding
Abstract
objectiveThis study sought to develop and validate a 6-year risk prediction model in older adults with cognitive frailty (CF).
methodsIn the secondary analysis of Chinese Longitudinal Healthy Longevity Survey (CLHLS), participants from the 2011-2018 cohort were included to develop the prediction model. The CF was assessed by the Chinese version of Mini-Mental State Exam (CMMSE) and the modified Fried criteria. The stepwise regression was used to select predictors, and the logistic regression analysis was conducted to construct the model. The model was externally validated using the temporal validation method via the 2005-2011 cohort. The discrimination was measured by the area under the curve (AUC), and the calibration was measured by the calibration plot. A nomogram was conducted to vividly present the prediction model.
resultsThe development dataset included 2420 participants aged 60 years or above, and 243 participants suffered from CF during a median follow-up period of 6.91 years (interquartile range 5.47-7.10 years). Six predictors, namely, age, sex, residence, body mass index (BMI), exercise, and physical disability, were finally used to develop the model. The model performed well with the AUC of 0.830 and 0.840 in the development and external validation datasets, respectively.
conclusionThe study could provide a practical tool to identify older adults with a high risk of CF early. Furthermore, targeting modifiable factors could prevent about half of the new-onset CF during a 6-year follow-up.
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