Psychiatry

Depression

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

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Showing 484-504 of 1,937 articles
Functional connectivity-based classification and subtyping of major depression for precision mental health: An ensemble graph neural network approach.

Major depressive disorder (MDD) remains clinically diagnosed based on subjective symptoms rather tha...

Mar 2026 41779813
Shift to the core: Abnormal core-periphery global topography in unipolar and bipolar depression.

This study explores the global signal topography of core and periphery brain networks in Major Depre...

Mar 2026 41785933
From linguistic analyses to large language models: A scoping review of methods used to investigate language features in depression research.

Clinicians have long relied on communication to identify mental states, as many mental health condit...

Mar 2026 41825397
Non-suicidal self-injury in middle school students: Influencing factors and a risk prediction model.

Non-suicidal self-injury (NSSI) is becoming increasingly prevalent and harmful among adolescents, ye...

Mar 2026 41780693
Differentiating unipolar and bipolar depression using multi-task eye-movement features.

BACKGROUND: Differentiating bipolar depression (BPD) from unipolar depression (UPD) is clinically ch...

Mar 2026 41793797
Effective connectome-based predictive modeling reveals transdiagnostic heterogeneity of anhedonia from shared hubs to dissociable pathways.

Anhedonia, a core transdiagnostic symptom of psychiatric disorders, is commonly dissociated into ant...

Mar 2026 41780602
Temporal patterns and predictive factors of depressive disorders among adolescents and young people in Asia.

BACKGROUND: Depressive disorders are a leading cause of non-fatal health loss among adolescents and ...

Mar 2026 41780107
3DViT-GAT: a unified atlas-based 3D vision transformer and graph learning framework for major depressive disorder detection using structural MRI data.

Major depressive disorder (MDD) is a prevalent mental health condition that negatively impacts both ...

Mar 2026 41772023
Enhancing depression diagnosis with augmented brain signal driven decorrelated graph neural networks.

BACKGROUND: Major Depressive Disorder (MDD) is a leading global neuropsychiatric disorder, requiring...

Mar 2026 41772142
Factors associated with self-harm in patients with substance use disorders who died by suicide: national hybrid questionnaire registry study.

BACKGROUND: Self-harm, self-poisoning or self-injury, irrespective of the motivation, is a central r...

Mar 2026 40143678
Quantitative Histological Insights Into Sudden Arrhythmic Death Syndrome: Findings From a Forensic Autopsy Cohort.

Sudden arrhythmic death syndrome (SADS) is a major cause of sudden cardiac death in young individual...

(1)
Mar 2026 41747709
An Interpretable Functional-Dynamic Synaptic Graph Neural Network for Major Depressive Disorder Diagnosis from rs-fMRI.

Major depressive disorder (MDD) is a serious, complex psychiatric condition that affects millions of...

Feb 2026 41762174
SAFEGUARD: Transforming Military Suicide Prevention Through Predictive Analytics and Targeted Interventions.

PURPOSE OF REVIEW: Machine learning predictive modeling can support scalable prevention of suicide-r...

Feb 2026 41758437
Predicting suicide attempts among the elderly: A machine learning evaluation of a staged ideation-to-action approach based on the Three-Step Theory.

Suicide among older adults remains a major global public health concern, particularly acute in South...

Feb 2026 41763324
Multimodal Representation Learning for Parsing Biological Heterogeneity in Psychiatric Neuroimaging.

For decades, psychiatric neuroimaging has searched for biomarkers of depression and other disorders,...

Feb 2026 41763441
Ethical challenges of using artificial intelligence in suicide prevention: a literature review.

Artificial intelligence (AI) is a tool that could provide useful prevention strategies for people at...

Feb 2026 41755402
Plasma neurotransmitter-related metabolite alterations in adolescent major depressive disorder with and without psychotic features.

BACKGROUND: Whether adolescent major depressive disorder (MDD) with psychotic features has a distinc...

Feb 2026 41759669
Applying machine-learning and deep-learning to predict depression from brain MRI and identify depression-related brain biology.

The accuracy of grey-matter predictors of depression has remained limited. In this study, brain-base...

Feb 2026 41741408
Predictive machine learning algorithms for depression and anxiety disorders in six cancer types: a comprehensive multi-center population-based study.

OBJECTIVE: Machine learning (ML) has advanced predictive modeling in medical diagnosis and risk asse...

(1)
Feb 2026 41748375
Peripheral Metabolic-Redox Signaling as a Core Mechanism of Major Depressive Disorder: Evidence from Deep Metabolomic Phenotyping.

BACKGROUND: Major depressive disorder (MDD) is a neuro-immune, oxidative, and nitrosative stress (NI...

Feb 2026 41731715
Language-based detection of depression with machine learning: systematic review and meta-analysis.

Early detection of depression is critical for timely intervention. Natural language processing (NLP)...

Feb 2026 41735551
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