Trajectories of Cognitive Function and Their Machine Learning-based Prediction Models in Older Adults: a 16 Years Follow-up in the Chinese Longitudinal Healthy …

Y Wu, M Jia, C Xiang, S Lin, Z Jiang, Y Fang - 2021 - researchsquare.com
Background: Cognitive decline shows heterogeneous with increasing age. The trajectory of
cognitive function is yet to be fully investigated in older Chinese. Early identification of such …

Predicting the long-term cognitive trajectories using machine learning approaches: a Chinese nationwide longitudinal database

Y Wu, M Jia, C Xiang, S Lin, Z Jiang, Y Fang - Psychiatry Research, 2022 - Elsevier
Objectives This study aimed to explore the long-term cognitive trajectories and its'
determinants, and construct prediction models for identifying high-risk populations with …

[HTML][HTML] Factors leading to the trajectory of cognitive decline in middle-aged and older adults using group-based trajectory modeling: a cohort study

J Su, X Xiao - Medicine, 2022 - journals.lww.com
Currently, studies exploring factors associated with the cognition at some time point and no
study identifying the trajectories of cognitive changes and factors might associate with the …

[PDF][PDF] Machine learning-based prediction of cognitive trajectories among middle-aged and elderly Chinese adults

Y Wu, M Jia, C Xiang, S Lin, Z Jiang, Y Fang - 2021 - pdfs.semanticscholar.org
Background Cognition represents heterogeneous in trajectories with increasing age. Early
identi cation of such trend is essential for the prevention of high risk population related to …

Trajectories of cognitive function and their determinants in older people: 12 years of follow-up in the Chinese longitudinal healthy longevity survey

L Tu, X Lv, C Yuan, M Zhang, Z Fan, X Xu… - International …, 2020 - cambridge.org
Background: Cognitive decline in advanced age is closely related to dementia. The
trajectory of cognitive function in older Chinese is yet to be fully investigated. We aimed to …

Cognitive decline trajectories and influencing factors in China: A non-normal growth mixture model analysis

W Yu, R Chen, M Zhang, Z Li, F Gao, S Yu… - Archives of Gerontology …, 2021 - Elsevier
Background With the increase in the aging population worldwide, cognitive decline has
become an important research topic. The purpose of this study is to examine the cognitive …

[HTML][HTML] Turning point of cognitive decline for Chinese older adults from a longitudinal analysis: Protective factors and risk factors

G Li, K Li - Healthcare, 2022 - mdpi.com
Objectives: To explore the turning point of cognitive decline in Chinese older adults and to
explore the influencing factors including covariates. Participants: Aged 65 and older whose …

[HTML][HTML] Cognitive function trajectories and factors among chinese older adults with subjective memory decline: CHARLS Longitudinal Study results (2011–2018)

C Ma, M Li, C Wu - International Journal of Environmental Research and …, 2022 - mdpi.com
Older adults with subjective cognitive decline are at increased risk of future pathological
cognitive decline and dementia. Subjective memory decline is an early sign of cognitive …

[HTML][HTML] Using machine learning algorithms for predicting cognitive impairment and identifying modifiable factors among Chinese elderly people

S Wang, W Wang, X Li, Y Liu, J Wei, J Zheng… - Frontiers in Aging …, 2022 - frontiersin.org
Objectives: This study firstly aimed to explore predicting cognitive impairment at an early
stage using a large population-based longitudinal survey of elderly Chinese people. The …

[HTML][HTML] Effects of cognitive ageing trajectories on multiple adverse outcomes among Chinese community-dwelling elderly population

C Han, J An, P Chan - BMC geriatrics, 2022 - Springer
Background Whether cognitive ageing trajectory is related to common functional deficits
independent of initial cognitive function remains inconclusive. We aimed to explore the …