Frontiers in Psychiatry | Computational Psychiatry

Brief Research Report

Published on 16 Oct 2025

Machine learning analysis of posturography in panic disorder: a pilot study for objective physiological biomarker identification

in Computational Psychiatry

Luiz Antonio Vesco Gaiotto
Felipe O. Aguiar
Thales Marcon
Julia Souza Gallo
Lucas Murrins Marques
Ricardo R. Uchida

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1663556

2,867 views

Original Research

Published on 01 Oct 2025

Remission trajectories and cognitive function in hospitalized youth with depressive episodes

in Computational Psychiatry

Jie Yang
Nanxi Li
Xuequan Zhu
Ziheng Zhang
Sijia Chang
Yinbing Zhang
Haochu Gong
Ming Dong
Haibo Wang
Longjun Cai

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1673240

2,596 views

Editorial

Published on 26 Sep 2025

Editorial: Women in psychiatry 2024: computational psychiatry

in Computational Psychiatry

Chen Zhang
Andreea Oliviana Diaconescu
Xi Zhu

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1692575

2,794 views

Original Research

Accepted on 22 Sep 2025

Object Detection in Neuroimaging: Enhancing Early Diagnosis of Neurological Disorders through Big Data Analysis

in Computational Psychiatry

Yuting Pan

Frontiers in Psychiatry

1,153 views

Original Research

Published on 03 Sep 2025

Aligning large language models for cognitive behavioral therapy: a proof-of-concept study

in Computational Psychiatry

Yejin Kim
Chi-Hyun Choi
Selin Cho
Jy-yong Sohn
Byung-Hoon Kim

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1583739

5,803 views

Original Research

Published on 01 Sep 2025

Cognitive effort devaluation and the salience network: a computational model of amotivation in depression

in Computational Psychiatry

Il Ho Park
Chae Eun Lee
Kyungun Jhung

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1581802

2,588 views
1 citation

Editorial

Published on 26 Aug 2025

Editorial: Empowering suicide prevention efforts with generative AI technology

in Computational Psychiatry

Inbar Levkovich
Zohar Elyoseph
Sean Lauderdale
Gunther Meinlschmidt
Bénédicte Nobile
Dorit Hadar Shoval
Yossi Levi-Belz
Shiri Shinan-Altman
J. P. Grodniewicz

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1643893

3,750 views
1 citation

Original Research

Accepted on 25 Aug 2025

Multimodal Deep Learning for Non-Linear Signal Interpretation in Psychiatric Diagnostics

in Computational Psychiatry

Yixuan Pan

Frontiers in Psychiatry

1,355 views

Systematic Review

Published on 20 Aug 2025

Gait in depression: a bibliometric analysis and knowledge mapping of research trends over the past 20 years

in Computational Psychiatry

Shao-Kui Kan
Nuan-Nuan Chen
Bo Peng
Ying-Li Zhang

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1457176

3,000 views
1 citation

Original Research

Published on 19 Aug 2025

Diagnosing schizophrenia with routine blood tests: a comparative analysis of machine learning algorithms

in Computational Psychiatry

Yavuz Selim Ogur
Ayse Erdogan Kaya
Nur Banu Ogur
Beyza Erdogan Akturk

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1630922

4,004 views
1 citation

Methods

Published on 29 Jul 2025

A software pipeline for systematizing machine learning of speech data

in Computational Psychiatry

Jimuel Celeste
Mashrura Tasnim
Amable J. Valdés Cuervo
Enrique A. de la Cal
Eleni Stroulia

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1451368

2,430 views

Original Research

Published on 21 Jul 2025

DGAT: a dynamic graph attention neural network framework for EEG emotion recognition

in Computational Psychiatry

Shihang Ding
Kaixuan Wang
Wenhao Jiang
Cong Xu
Hongjian Bo
Lin Ma
Haifeng Li

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1633860

2,756 views
1 citation

Original Research

Published on 01 Jul 2025

Audio and linguistic prediction of objective and subjective cognition in older adults: what is the role of different prompts?

in Computational Psychiatry

Varsha D. Badal
Caitlyn Tran
Haze Brown
Danielle K. Glorioso
Rebecca Daly
Anthony J. A. Molina
Alison A. Moore
Erhan Bilal
Ellen E. Lee
Colin A. Depp

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1596132

2,257 views

Original Research

Published on 01 Jul 2025

Attention-based multi-scale convolution and conformer for EEG-based depression detection

in Computational Psychiatry

Ze Yan
Yumei Wan
Xin Pu
Xiaolin Han
Mingming Zhao
Haiyan Wu
Wentao Li
Xueying He
Yunshao Zheng

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1584474

2,804 views

Correction

Published on 23 Jun 2025

Correction: Social, lifestyle, and health status characteristics as a proxy for occupational burnout identification: a network approach analysis

in Computational Psychiatry

Fengshi Jing
Mengyuan Cheng
Jing Li
Chaocheng He
Hao Ren
Jiandong Zhou
Hanchu Zhou
Zhongzhi Xu
Weiming Chen
Weibin Cheng

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1642874

1,085 views

Original Research

Published on 23 Jun 2025

Personalized prediction and intervention for adolescent mental health: multimodal temporal modeling using transformer

in Computational Psychiatry

Guiyuan Zhang
Shuang Li

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1579543

4,331 views
1 citation

Editorial

Published on 13 May 2025

Editorial: Machine learning and statistical models: unraveling patterns and enhancing understanding of mental disorders

in Computational Psychiatry

Quan Wang

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1588031

1,343 views

Original Research

Published on 03 Apr 2025

Effectiveness of generative AI-large language models’ recognition of veteran suicide risk: a comparison with human mental health providers using a risk stratification model

in Computational Psychiatry

Sean A. Lauderdale
Randee Schmitt
Breanna Wuckovich
Natashaa Dalal
Hela Desai
Shealyn Tomlinson

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1544951

4,200 views
6 citations

Original Research

Published on 11 Mar 2025

Near-infrared brain imaging study of depressive disorder with liver qi stagnation syndrome before and after treatment

in Computational Psychiatry

Gui-Fang Chen
Meng-Chai Mao
Chen-Chao Yu
Kun Feng
Xin-Yu Wang
Dong-Sheng Xu
Po-Zi Liu

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1529575

2,679 views
3 citations

Original Research

Published on 20 Feb 2025

Multi-view united transformer block of graph attention network based autism spectrum disorder recognition

in Computational Psychiatry

D. Darling Jemima
A. Grace Selvarani
J. Daphy Louis Lovenia

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1485286

2,941 views

Opinion

Published on 18 Feb 2025

Opinion: Mental health research: to augment or not to augment

in Computational Psychiatry

Argyrios Perivolaris
Alice Rueda
Karisa Parkington
Achint Soni
Sirisha Rambhatla
Reza Samavi
Rakesh Jetly
Andrew Greenshaw
Yanbo Zhang
Bo Cao

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1539157

2,606 views
5 citations

Original Research

Published on 31 Jan 2025

Artificial intelligence conversational agents in mental health: Patients see potential, but prefer humans in the loop

in Computational Psychiatry

Hyein S. Lee
Colton Wright
Julia Ferranto
Jessica Buttimer
Clare E. Palmer
Andrew Welchman
Kathleen M. Mazor
Kimberly A. Fisher
David Smelson
Laurel O’Connor

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1505024

15,378 views
18 citations

Original Research

Published on 28 Jan 2025

Diagnosis of depression based on facial multimodal data

in Computational Psychiatry

Nani Jin
Renjia Ye
Peng Li

Frontiers in Psychiatry

doi 10.3389/fpsyt.2025.1508772

4,861 views
9 citations

Original Research

Published on 23 Jan 2025

DepITCM: an audio-visual method for detecting depression

in Computational Psychiatry

Lishan Zhang
Zhenhua Liu
Yumei Wan
Yunli Fan
Diancai Chen
Qingxiang Wang
Kaihong Zhang
Yunshao Zheng

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1466507

3,648 views
4 citations

232 articles

articles

Machine learning analysis of posturography in panic disorder: a pilot study for objective physiological biomarker identification

Remission trajectories and cognitive function in hospitalized youth with depressive episodes

Editorial: Women in psychiatry 2024: computational psychiatry

Object Detection in Neuroimaging: Enhancing Early Diagnosis of Neurological Disorders through Big Data Analysis

Aligning large language models for cognitive behavioral therapy: a proof-of-concept study

Cognitive effort devaluation and the salience network: a computational model of amotivation in depression

Editorial: Empowering suicide prevention efforts with generative AI technology

Multimodal Deep Learning for Non-Linear Signal Interpretation in Psychiatric Diagnostics

Gait in depression: a bibliometric analysis and knowledge mapping of research trends over the past 20 years

Diagnosing schizophrenia with routine blood tests: a comparative analysis of machine learning algorithms

A software pipeline for systematizing machine learning of speech data

DGAT: a dynamic graph attention neural network framework for EEG emotion recognition

Audio and linguistic prediction of objective and subjective cognition in older adults: what is the role of different prompts?

Attention-based multi-scale convolution and conformer for EEG-based depression detection

Correction: Social, lifestyle, and health status characteristics as a proxy for occupational burnout identification: a network approach analysis

Personalized prediction and intervention for adolescent mental health: multimodal temporal modeling using transformer

Editorial: Machine learning and statistical models: unraveling patterns and enhancing understanding of mental disorders

Effectiveness of generative AI-large language models’ recognition of veteran suicide risk: a comparison with human mental health providers using a risk stratification model

Near-infrared brain imaging study of depressive disorder with liver qi stagnation syndrome before and after treatment

Multi-view united transformer block of graph attention network based autism spectrum disorder recognition

Opinion: Mental health research: to augment or not to augment

Artificial intelligence conversational agents in mental health: Patients see potential, but prefer humans in the loop

Diagnosis of depression based on facial multimodal data

DepITCM: an audio-visual method for detecting depression