Distinguishing apathy and depression in older adults with mild cognitive impairment using text, audio, and video based on multiclass classification and shapely additive explanations

Author:

Zhou Ying1ORCID,Yao Xiuyu1ORCID,Han Wei2ORCID,Wang Yidan1ORCID,Li Zheng1ORCID,Li Yingxin3

Affiliation:

1. School of Nursing Chinese Academy of Medical Sciences & Peking Union Medical College Beijing China

2. Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences School of Basic Medicine Peking Union Medical College Beijing China

3. Institute of Biomedical Engineering Chinese Academy of Medical Sciences & Peking Union Medical College Tianjin China

Funder

Peking Union Medical College

Publisher

Wiley

Subject

Psychiatry and Mental health,Geriatrics and Gerontology

Reference48 articles.

1. GauthierS Rosa‐NetoP MoraisJ WebsterC.World Alzheimer Report 2021: Journey through the Diagnosis of DementiaAlzheimer’s Disease International. Accessed September 20 2022.https://www.alzint.org/u/World‐Alzheimer‐Report‐2021.pdf

2. Duration of preclinical, prodromal, and dementia stages of Alzheimer's disease in relation to age, sex, and APOE genotype

3. Prevalence of Depression in Patients With Mild Cognitive Impairment

4. Neuropsychiatric Symptoms in Mild Cognitive Impairment: A Literature Review

5. Association of Apathy With Risk of Incident Dementia

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