Multimodal Identification of Depressive Symptoms in the Elderly
NCT07112118 · Status: NOT_YET_RECRUITING · Type: OBSERVATIONAL · Enrollment: 2000
Last updated 2025-08-11
Summary
Screening with depression scales alone is subjective, and relying on single-modal data often leads to incomplete identification of symptoms that are easily missed or misdiagnosed. In this study, we first aim to use artificial intelligence to construct a depression symptom recognition model, concatenate multimodal features such as facial expression, audio, text, and postural behavior, and deeply fuse them to construct a multimodal model.
Conditions
Interventions
- OTHER
-
data collection
Collect the facial expressions, audio, text and postural behavior data of the respondents using electronic devices.
Sponsors & Collaborators
-
Wuhan Mental Health Centre
lead OTHER
Principal Investigators
-
Xiaoxv Yin, PhD · Huazhong University of Science and Technology
Eligibility
- Min Age
- 60 Years
- Max Age
- 100 Years
- Sex
- ALL
- Healthy Volunteers
- Yes
Timeline & Regulatory
- Start
- 2025-09-01
- Primary Completion
- 2026-09-01
- Completion
- 2027-12-30
Countries
- China
Study Locations
More Related Trials
-
Multi-Dimensional Diagnosis,Individualized Therapy,and Management Technique for Major Depressive Disorder:Based on Clinical and Pathological Characteristics
NCT03219008 ·Status: UNKNOWN ·Phase: PHASE4
-
The Quantitative Study of the Habenula Based on Multi-channel Cascaded Neural Network and the Establishment of the Prediction Model of the Curative Effect in Patients With Depression
NCT05872607 ·Status: UNKNOWN
-
A Tripartite Biopsychosocial Intervention Program Enhances Mental Health and Quality of Life in Elderly Patients With Depression Secondary to Geriatric Diseases
NCT07002385 ·Status: COMPLETED ·Phase: NA
-
Non-invasive BCI and Application Verification for Depressed People
NCT06417437 ·Status: RECRUITING ·Phase: PHASE4
-
Prediction of Antidepressant Treatment Response Using Machine Learning Classification Analysis
NCT02330679 ·Status: UNKNOWN ·Phase: PHASE4
-
A Virtual Reality-Based Horticultural Planting Program for Elderly With Subthreshold Depression
NCT07275034 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
A Modified Behavioral Activation Treatment for Geriatric Depressive Symptoms in Left-behind Elderly in Rural China
NCT02785211 ·Status: COMPLETED ·Phase: NA
-
Multimodal Phenotyping in Adolescent Inpatient Depression: An Observational Study
NCT07247344 ·Status: RECRUITING
-
Cognitive and Mood Assessment Data in Major Depressive Disorder Using Digital Wearable Technology
NCT03067506 ·Status: COMPLETED
-
Multimodal Differences in Effort-based Decision-Making in Depression
NCT06648460 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
Artificial Intelligence in Depression - Medication Enhancement
NCT04655924 ·Status: COMPLETED ·Phase: NA
-
Relevance of a Telemedicine Monitoring in the Management of Depression
NCT06076317 ·Status: RECRUITING ·Phase: NA
-
Establish a Specific Cohort Database for Depressive Disorders
NCT05095662 ·Status: ACTIVE_NOT_RECRUITING
-
Research on Voice Intelligent Monitoring Technology for Early Warning of Recurrence of Depression Disorder
NCT04685083 ·Status: UNKNOWN
-
AI-Powered Mental Health Screening in University Students
NCT07092085 ·Status: COMPLETED
-
Shared Decision-Making for Elderly Depressed Primary Care Patients
NCT01031134 ·Status: COMPLETED ·Phase: NA
-
Validation of Accexible as a Tool for Screening and Monitoring Depression.
NCT06044818 ·Status: COMPLETED
-
Bio-psycho-social Pathways Underlying the Effects of Qigong Among Comorbid Depressed Elderly With Chronic Conditions
NCT03591211 ·Status: COMPLETED ·Phase: NA
-
Comparison of Vocal Biomarkers for Depression and Anxiety to Formal Clinical Assessments
NCT06464575 ·Status: ENROLLING_BY_INVITATION
-
Wearable Devices System Diagnoses Mood Disorder in Children and Adolescents
NCT06213220 ·Status: RECRUITING
-
Digital Phenotypes for Predicting Depression
NCT07151846 ·Status: ENROLLING_BY_INVITATION
-
Neurochemical, Metabonomics and Neuroimaging Characterization of TCM Diagnostic Subtypes of Major Depression Disorder
NCT02346682 ·Status: UNKNOWN ·Phase: PHASE4
-
Apathy in Late Life Depression: New Biomarkers Using Actimetry and Magnetic Resonance Imaging
NCT03807167 ·Status: COMPLETED ·Phase: NA
-
Preventing Depression in Patients With Macular Degeneration
NCT00042211 ·Status: COMPLETED ·Phase: PHASE3
-
Sleep-Wake Patterns on Illness Trajectories and Treatment Response in MDD
NCT06181110 ·Status: NOT_YET_RECRUITING ·Phase: NA