ArticleFrontiers in public health2022
Correlates of cognitive impairment in the elderly in China: A cross-sectional study.
Article in Frontiers in public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 1 of them a synthesis that pooled it.
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Who cites it
18 citing papers in PubMed, 1 synthesis or guideline pooled it, 18 citations in OpenAlex.
- Magnitude and predictors of mild cognitive impairment among older populations in Africa: a systematic review and meta-analysis.Translational psychiatry · 2025Pooled it
- Prevalence and Risk of Mild Cognitive Impairment Among Chinese Adults Aged 60 Years and Above: A Cross-Sectional Study Based on National Data.Actas espanolas de psiquiatria · 2026Article
- Association between herpes zoster and cognitive impairment among Chinese community-dwelling elderly: a cross-sectional study.BMC public health · 2026Observational
- Development and validation of a prediction model for cognitive impairment in elderly patients with type 2 diabetes.Frontiers in neuroscience · 2026Article
- Towards cost-effective cognitive impairment diagnosis systems by emulating doctors' reasoning with deep reinforcement learning.BMC geriatrics · 2025Article
- Predicting rapid kidney function decline in middle-aged and elderly Chinese adults using machine learning techniques.BMC medical informatics and decision making · 2025Article
- Fat mass in postmenopausal women with osteoporosis is associated with cognitive function.Scientific reports · 2025Article
- Analysis of the Prevalence of Mild Cognitive Impairment and its Influencing Factors in the Elderly Population in Huzhou City.Actas espanolas de psiquiatria · 2025Article
- Large inter-arm systolic blood pressure difference is associated with cognitive impairment in older adults: a cross-sectional study in rural southwest China.Frontiers in aging neuroscience · 2025Article
- The association between dietary fiber intake and cognitive function: mediating role of inflammatory markers.Frontiers in nutrition · 2025Article
- Cognitive function and dementia risk factors among older people in nursing homes: An observational cohort study in Medan, Indonesia.Belitung nursing journal · 2025Article
- Establishment of a mild cognitive impairment risk model in middle-aged and older adults: a longitudinal study.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2024Article
- An analysis of factors influencing cognitive dysfunction among older adults in Northwest China based on logistic regression and decision tree modelling.BMC geriatrics · 2024Article
- Article
- Cognitive function and its associated factors among patients with cancer pain: a multicentre cross-sectional study in China.BMJ open · 2024Article
- Association between disability and cognitive function in older Chinese people: a moderated mediation of social relationships and depressive symptoms.Frontiers in public health · 2024Article
- High-risk population and factors of stroke has changed among middle-aged and elderly Chinese-Evidence from 1989 to 2015.Frontiers in public health · 2023Article
- Relationship Between Physical Exercise and Cognitive Impairment Among Older Adults with Type 2 Diabetes: Chain Mediating Roles of Sleep Quality and Depression.Psychology research and behavior management · 2023Article
Corrections and comments
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: To identify correlates of the incidence of cognitive impairment among older Chinese populations through the use of logistic regression analysis-based decision tree approaches. Methods: Correlates of cognitive impairment among older Chinese adults were identified through logistic regression analyses, with significant variables subsequently being incorporated into a decision tree analysis, with the CHAID method being employed for pre-pruning. Results: The risk score derived from the combination of logistic regression and decision tree analyses (0.237) was lower than that derived from a decision tree analysis alone (0.389). The primary factors related cognitive impairment in this patient population included age, gender, residence status, physical health status, and caring for grandchildren. Conclusion: A combination of logistic regression and decision tree analyses can lower predicted risk scores, enabling the subdivision of populations with different characteristics and providing intuitive and specific insight regarding the effects of individual variables on predictive analyses. Overall, these results suggest that older adults in rural areas of China should be the focus of further cognitive impairment screening and interventions, particularly for older women.
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