Risk Prediction and Its Intelligent Assessment for Cognitive Impairment Among Community-dwelling Older Adults
NCT05385874 · Status: COMPLETED · Type: OBSERVATIONAL · Enrollment: 13228
Last updated 2024-04-04
Summary
Cognitive impairment is one of the core early signs of dementia, and it is also a key stage for community-based dementia prevention. Accurate and convenient prediction of cognitive impairment can help the community to identify and manage the high-risk population of dementia. Previous studies had developed several dementia predicting models, but such models may be not suitable for cognitive impairment prediction. Based on the national representative follow-up data of Chinese Longitudinal Healthy Longevity Survey (CLHLS), this project aims to develop and validate a brief cognitive impairment prediction algorithm among the community-dwelling elderly, using machine learning methods (such as Logistic regression, Naïve Bayes model, Extreme Gradient Boosting Tree and so on). Finally, based on the constructed model, an easy-to-use online intelligent assessment tool for predicting cognitive impairment risk will be developed. The general practitioners, social workers and the elderly would be invited to use the tool and we will revise the tool according to their suggestions and comments. This project is expected to provide scientific basis and technical support for community-based dementia prevention, and will also be useful for the elderly to easily understand their cognitive health.
Conditions
- Cognitive Impairment
- Predictive Model
- Aging
- Cohort
Sponsors & Collaborators
-
Peking University Sixth Hospital
lead OTHER
Principal Investigators
-
Feifei Gao, Ph.D · Peking University Six Hospital
Eligibility
- Min Age
- 65 Years
- Sex
- ALL
- Healthy Volunteers
- Yes
Timeline & Regulatory
- Start
- 2022-04-01
- Primary Completion
- 2023-12-30
- Completion
- 2023-12-30
Countries
- China
Study Locations
More Related Trials
-
Cardiovascular Risk Factors and Cognitive Trajectories
NCT05441865 ·Status: COMPLETED
-
China Healthy Aging Cohort Study
NCT06472674 ·Status: RECRUITING
-
Cohort Study on Cognitive Decline in Elderly
NCT07093892 ·Status: NOT_YET_RECRUITING
-
The Model and Effect Assessment of Training General Practitioner for Dementia Early Recognition
NCT02782000 ·Status: COMPLETED ·Phase: NA
-
Digital Technology Combined With Blood Marker Screening and Diagnosis for Community Populations Based on Classification Theory: an Integrated Study
NCT07286812 ·Status: NOT_YET_RECRUITING
-
A Study of Gender-specific Impact Factors on Elderly Disability and Cognitive Impairment
NCT06167889 ·Status: COMPLETED
-
PRedicting the EVolution of SubjectIvE Cognitive Decline to Alzheimer's Disease With Machine Learning
NCT05569083 ·Status: UNKNOWN
-
Predictive Value of Cognitive Tests Performed for the Diagnosis of Alzheimer's Disease and Related Disorders
NCT01316562 ·Status: UNKNOWN
-
NeuroCare Community Project: A Community Based Prospective Observational Study for Early Alzheimer's Detection in HK
NCT07347574 ·Status: NOT_YET_RECRUITING
-
Cognitive Screening and Cognitive Training in Seniors
NCT02588209 ·Status: COMPLETED ·Phase: NA
-
The Beijing Longitudinal Disability Survey in Community Elderly
NCT06863727 ·Status: RECRUITING
-
Study on Aging and Cognitive Impairment in China
NCT06679296 ·Status: RECRUITING
-
Effects of Multidomain Intervention on Cognitive Function in Community-dwelling Elderly
NCT06180161 ·Status: RECRUITING ·Phase: NA
-
Application of AI Technology for the Diagnosis and Treatment of Geriatric Diseases
NCT06295263 ·Status: RECRUITING
-
Cognitive Impairment Cohort Study of the Elderly Population in YuGarden
NCT06325527 ·Status: NOT_YET_RECRUITING
-
Personalised Medicine in the Identification of Preclinical Cognitive Impairment. Development of a Predictive Risk Model
NCT06114290 ·Status: RECRUITING
-
Effect of CI on Prognosis in the Elderly Patients With ACS
NCT04278911 ·Status: UNKNOWN
-
Early Markers of Cognitive Change and Alzheimer s Disease
NCT01867346 ·Status: COMPLETED
-
The Cognitive-Prefrail Syndrome and Its Association With Adverse Health Outcomes
NCT04240028 ·Status: ACTIVE_NOT_RECRUITING
-
China Cognition and Aging Study
NCT03653156 ·Status: RECRUITING
-
Pre-demential Motoric Cognitive Risk Syndrome in Ageing Subjects
NCT05640141 ·Status: UNKNOWN
-
Cognitive Impairment in Ageing People
NCT04360200 ·Status: RECRUITING
-
Predicting the Conversion From Mild Cognitive Impairment to Dementia
NCT01823666 ·Status: COMPLETED
-
Exploring the Impact of Dementia Prevention Programs Using Robots as Intervention Tools on Community Elderly
NCT06984458 ·Status: COMPLETED ·Phase: NA
-
Impact of the Digital Multi-domain Cognitive Intervention in High-risk Populations for Dementia
NCT06442943 ·Status: RECRUITING ·Phase: NA