Back
Top 0.4%
17.1%
Top 58%
10.6%
Top 22%
8.7%
Top 1%
6.2%
Top 3%
6.2%
Top 3%
6.2%
Top 3%
5.7%
Top 3%
4.9%
Top 4%
1.9%
Top 38%
1.9%
Top 10%
1.9%
Top 5%
1.9%
Top 3%
1.8%
Top 4%
1.5%
Top 1%
1.3%
Top 4%
1.3%
Top 1%
1.3%
Top 3%
1.3%
Top 3%
1.3%
Top 0.5%
1.1%
Top 4%
1.1%
Top 60%
1.1%
Top 4%
1.0%
Top 4%
0.7%
Top 5%
0.7%
Top 6%
0.7%
Top 5%
0.7%
Top 4%
0.7%
Model Development and Real-World Deployment of Multimodal Input-Based Subtyping of Depression in Tele-Counseling for Scalable Mental Health Assessment
2026-02-18
psychiatry and clinical psychology
Title + abstract only
View on medRxiv
Show abstract
The rapid growth of tele-counseling and the use of lay counselors in high-volume, low-resource mental health services has created a need for scalable tools for early detection and triage. Effective personalization now requires stratifying individuals by dominant symptom profiles, such as appetite, agency, anxiety, and sleep disturbances. Depression symptoms vary widely, even among those with similar scores, reflecting distinct psychophysiological and cognitive-affective patterns. In tele-mental-...
Predicted journal destinations
1
npj Digital Medicine
85 training papers
2
PLOS ONE
1737 training papers
3
Scientific Reports
701 training papers
4
Frontiers in Psychiatry
56 training papers
5
Journal of Medical Internet Research
81 training papers
6
Translational Psychiatry
94 training papers
7
Journal of Affective Disorders
72 training papers
8
Psychological Medicine
52 training papers
9
Psychiatry Research
33 training papers
10
Nature Communications
483 training papers
11
PLOS Digital Health
88 training papers
12
Molecular Psychiatry
84 training papers
13
Biological Psychiatry: Cognitive Neuroscience and Neuroimaging
27 training papers
14
Journal of Psychiatric Research
22 training papers
15
Frontiers in Digital Health
18 training papers
16
Biological Psychiatry
36 training papers
17
Neuroscience & Biobehavioral Reviews
19 training papers
18
JMIR Formative Research
31 training papers
19
BJPsych Open
24 training papers
20
JMIR Research Protocols
18 training papers
21
Schizophrenia Bulletin
21 training papers
22
BMJ Open
553 training papers
23
Biological Psychiatry Global Open Science
23 training papers
24
BMC Psychiatry
20 training papers
25
The British Journal of Psychiatry
21 training papers
26
Brain, Behavior, and Immunity
35 training papers
27
Neuropsychopharmacology
29 training papers
28
Journal of Child Psychology and Psychiatry
18 training papers