Frontiers in Psychiatry | Computational Psychiatry

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

2,588 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

3,140 views

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

2,192 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

2,172 views

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

1,980 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

2,440 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

956 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

3,922 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

1,201 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

3,670 views

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

2,406 views
2 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

2,567 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

2,363 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

13,561 views
13 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

4,036 views
7 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

3,267 views
2 citations

Original Research

Published on 22 Jan 2025

Reducing maladaptive behavior in neuropsychiatric disorders using network modification

in Computational Psychiatry

Nicholas M. Timme

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1487275

1,404 views

Editorial

Published on 10 Jan 2025

Editorial: Deep learning for high-dimensional sense, non-linear signal processing and intelligent diagnosis

in Computational Psychiatry

Hengjin Ke
Cang Cai
Jia Wu
Dan Chen

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1538534

1,108 views

Editorial

Published on 09 Jan 2025

Editorial: Mental health, epidemiology and machine learning

in Computational Psychiatry

Marcos DelPozo-Banos
Robert Stewart
Ann John

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1536129

2,514 views

Original Research

Published on 10 Dec 2024

An explainable predictive model for anxiety symptoms risk among Chinese older adults with abdominal obesity using a machine learning and SHapley Additive exPlanations approach

in Computational Psychiatry

Tengfei Niu
Shiwei Cao
Jingyu Cheng
Yu Zhang
Zitong Zhang
Ruiling Xue
Jingxi Ma
Qian Ran
Xiaobing Xian

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1451703

3,460 views
4 citations

Original Research

Published on 05 Dec 2024

Data-driven vs. psychological personality temperaments: theoretical and clinical utility of personality measures in psychiatry

in Computational Psychiatry

Abdelrahman S. Sawalma
Mahmud A. Sehwail
Jürgen Dammers
Mohammad M. Herzallah

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1436121

1,534 views
1 citation

Original Research

Published on 29 Nov 2024

Cardiovascular disease prediction model based on patient behavior patterns in the context of deep learning: a time-series data analysis perspective

in Computational Psychiatry

Yubo Wang
Chengfeng Rao
Qinghua Cheng
Jiahao Yang

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1418969

2,352 views

Original Research

Published on 18 Nov 2024

Multi-environment prediction of suicidal beliefs

in Computational Psychiatry

Austin V. Goddard
Audrey Y. Su
Yu Xiang
Craig J. Bryan

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1425416

1,406 views

Original Research

Published on 14 Nov 2024

The ethical aspects of integrating sentiment and emotion analysis in chatbots for depression intervention

in Computational Psychiatry

Kerstin Denecke
Elia Gabarron

Frontiers in Psychiatry

doi 10.3389/fpsyt.2024.1462083

8,131 views
7 citations

224 articles

articles

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

Reducing maladaptive behavior in neuropsychiatric disorders using network modification

Editorial: Deep learning for high-dimensional sense, non-linear signal processing and intelligent diagnosis

Editorial: Mental health, epidemiology and machine learning

An explainable predictive model for anxiety symptoms risk among Chinese older adults with abdominal obesity using a machine learning and SHapley Additive exPlanations approach

Data-driven vs. psychological personality temperaments: theoretical and clinical utility of personality measures in psychiatry

Cardiovascular disease prediction model based on patient behavior patterns in the context of deep learning: a time-series data analysis perspective

Multi-environment prediction of suicidal beliefs

The ethical aspects of integrating sentiment and emotion analysis in chatbots for depression intervention