Psychiatry

Depression

Latest AI and machine learning research in depression for healthcare professionals.

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Showing 358-378 of 1,937 articles
Predictive analysis of health-related quality of life trajectories in older patients with chronic pain based on explainable machine learning models.

BACKGROUND: Health-related quality of life (HRQoL) is a vital indicator of evaluating care outcomes ...

May 2026 42070032
Beyond Linear Risk: A Machine Learning Approach to Understanding Perinatal Depression in Context.

The goal of this study was to investigate the contextual nature of prenatal depression (PND) and pos...

May 2026 42063395
Applicable Scenarios, Desired Features, and Risks of AI Psychotherapists in Depression Treatment From the Patient's Perspective: Exploratory Qualitative Study.

BACKGROUND: Depression is a pervasive global mental health issue, yet access to trained professional...

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May 2026 42066293
Predicting suicidal ideation in academic communities using machine learning methods: a cross-sectional study.

BACKGROUND: Research consistently shows that depression and suicidal ideation (SI) often cooccur. Ho...

Apr 2026 42095204
Attention-based Multimodal Spatiotemporal Enhanced Interaction Network For Major Depressive Disorder Detection.

Although deep learning models have shown promising results in detecting major depressive disorder (M...

Apr 2026 42060425
Evaluating model generalizability for suicide attempt risk prediction: traditional machine vs deep learning.

Suicide remains a leading cause of death and a significant public health concern in the United State...

Apr 2026 42062536
Psychiatric Risk Associated With Large Language Model Chatbots: An Emerging Concern.

Large language model chatbots such as ChatGPT have been adopted by millions of users, yet their psyc...

Apr 2026 42050395
The impact of childhood trauma on brain structural connectivity in adolescent major depressive disorder: A graph-based analysis.

BACKGROUND: Childhood trauma (CT) significantly increases vulnerability to adolescent major depressi...

Apr 2026 42055130
Machine learning reveals two neuroanatomical subtypes of adolescent depression with distinct white matter, functional, and cognitive profiles.

BACKGROUND: Major depressive disorder (MDD) is a clinically and neurobiologically heterogeneous diso...

Apr 2026 42055138
Hyper-scanning and hyper-pursuit define eye movement biomarkers of anxiety disorders.

BACKGROUND: Anxiety disorders are highly prevalent yet lack objective biomarkers. Whereas threat-rel...

Apr 2026 42037512
A decade of evidence linking gut microbiome dysbiosis to depression: a computational meta-analysis of mechanistic pathways: 2014-2024.

OBJECTIVES: The gut microbiome-gut-brain axis (MGBA) has been associated in the pathophysiology of d...

Apr 2026 42043859
Multimodal Depression Detection Through Conversational Interactions with an Emotion-Aware Social Robot: Pilot Study.

BACKGROUND: Depression affects more than 300 million people worldwide and is a leading contributor t...

Apr 2026 42044486
Early postpartum psychosocial profiles predict parenting maladjustment at 1 year.

Parenting difficulties during the first postpartum year are a public health concern. Early screening...

Apr 2026 42045266
Machine learning classification of patients after suicide attempts using demographic data, EEG connectivity and heart rate variability.

OBJECTIVE: The aim of this study was to develop a way to distinguish suicidal patients based on thei...

Apr 2026 42066510
Attentional Avoidance of Sexual Cues in Psychogenic Erectile Dysfunction: An Eye-Tracking and Machine Learning Study.

BACKGROUND: Psychogenic erectile dysfunction (pED) is a prevalent male erectile dysfunction without ...

Apr 2026 42037077
Intelligent virtual agents in psychotherapy: a safety evaluation across high-risk mental health scenarios.

The growing burden of mental illness and limited access to evidence-based psychotherapy have increas...

Apr 2026 42034907
Systematic review of machine learning and deep learning models for EEG-based detection of depression.

OBJECTIVE: Depression is a leading cause of global disability, motivating the development of objecti...

Apr 2026 42056808
Integrative multi-kingdom gut microbiome analysis uncovers clinical signatures of major depressive disorder.

BACKGROUND: Accumulating evidence indicates that gut microbiome is significantly altered in major de...

Apr 2026 42035799
A relational agent for treating substance use in adults: A randomized controlled trial with a psychoeducational comparator.

BACKGROUND: Highly accessible and scalable, digital mental health interventions can reduce barriers ...

Apr 2026 42035882
Graph theory reveals functional connectome disruptions in adolescent major depressive disorder with childhood trauma.

BACKGROUND: Childhood trauma (CT) is a major risk factor for adolescent major depressive disorder (M...

Apr 2026 42032026
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