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Construction of a multimodal data early warning model for college students at risk of depression: a machine learning approach

Construction of a multimodal data early warning model for college students at risk of depression: a machine learning approach

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2600122627
Enrollment
Unknown
Registered
2026-04-15
Start date
2026-05-06
Completion date
Unknown
Last updated
2026-04-20

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

depressive symptom

Interventions

Depression risk group VS Non-depression risk group:none

Sponsors

College of Physical Education and Health, East China Normal University
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 28 Years

Inclusion criteria

Inclusion criteria: 1. College students (aged between 18 and 28 years old). 2. No severe physical diseases, no history of internal or external brain trauma, no history of nervous system diseases or genetic diseases; 3. Normal intelligence; 4. Visual acuity or corrected visual acuity greater than 0.8; 5. No use of psychiatric medications within one month prior to the start of the experiment; 6. No major physical injuries within one month prior to the start of the experiment; 7. Right - handedness.

Exclusion criteria

Exclusion criteria: 1. Severe physical illness, history of internal or external brain trauma, history of neurological and genetic diseases; 2. Recently took psychotropic drugs; 3. Recently suffered from major physical injury.

Design outcomes

Primary

MeasureTime frame
Depression Scale Score;fNIRS resting-state data;fNIRS Task-State Data;physical activity level;sleep quality;Anxiety Score;self-esteem level;subjective well-being;self-efficacy;internet addiction;life events;

Secondary

MeasureTime frame
height;weight;

Countries

China

Contacts

Public ContactLin Li

East China Normal University

lilin.xtt@163.com+86 136 6187 8972

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Apr 23, 2026