Psychiatry

Depression

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

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Showing 1-21 of 1,739 articles
Integration of cognitive behavioral therapy and mobile health applications among university students with depression: a qualitative study.

BACKGROUND: Most applications for depression lack comprehensive theoretical integration and qualitat...

Jul 2026 42454530
Passive Screening for Depressive Symptoms Using Daily Wrist Actigraphy and Deep Learning: Model Development and Validation Study.

BACKGROUND: Depressive symptoms are common yet often underrecognized in routine care, underscoring t...

Jul 2026 42456159
Complex dynamics in psychological data: Mapping individual symptom trajectories to group-level patterns.

This study integrates causal inference, graph analysis, temporal complexity measures, and machine le...

Jul 2026 42458133
Predicting comorbid anxiety in adolescents with major depressive disorder: an EEG-based machine learning approach with SHAP interpretability.

Comorbid anxiety in adolescents with major depressive disorder (adMDD) is linked to higher suicide r...

Jul 2026 42448661
Predicting depression severity among people living with HIV in Oman using random forest.

Depression is the most common psychiatric comorbidity among people living with HIV and is associated...

Jul 2026 42441949
Pharmacologic and expectancy effects in depression: Associations with inter-network resting-state connectivity.

Depression involves dysregulation across large-scale neural networks, yet substantial heterogeneity ...

Jul 2026 42442664
Design and optimization of deep learning model based on multimodal data fusion for dynamic mental health assessment.

The dynamic assessment of mental health has emerged as a hotspot for study and application due to th...

Jul 2026 42443118
Attention-Enhanced Static-Dynamic Fusion Network for Major Depressive Disorder Diagnosis.

OBJECTIVE: Accurate depression classification using fNIRS signals is critical for objective auxiliar...

Jul 2026 42443135
Unifying the hallmarks of major depression through neuroimmune-metabolic-oxidative (NIMETOX) dysregulation: a mechanistic systems framework.

Current state-of-the-art neuroimmune, metabolic, and oxidative stress (NIMETOX) knowledge that has b...

Jul 2026 42437805
Frequency-decomposed EEG microstate analysis reveals altered cross-frequency coordination in adolescent major depressive disorder.

Adolescent major depressive disorder (MDD) involves alterations in large‑scale brain network dynamic...

Jul 2026 42435240
Phenotyping antidepressant treatment response with deep learning in electronic health records.

Efficient, accurate phenotyping for antidepressant treatment response in electronic health records (...

Jul 2026 42431873
From hype to reality: the feasibility, dilemmas, and solutions of Gen AI in medical education from students' perspectives.

BACKGROUND: The rapid evolution of generative artificial intelligence (AI) has sparked a pedagogical...

Jul 2026 42432646
Brain network correlates of fatigue, depression, and anxiety in patients with Crohn's Disease in different disease states.

BACKGROUND: Symptoms of fatigue, depression or anxiety are frequent in Crohn's Disease (CD) and may ...

Jul 2026 42426651
Can speech reveal mental health status? A study of linguistic features across multiple samples of at-risk adults.

An urgent challenge in clinical science is the reliable detection of psychiatric risk in the afterma...

Jul 2026 42423687
A bibliometric analysis of global research trends and emerging hotspots on suicide and depression among children and adolescents.

BACKGROUND: Suicide and depression among children and adolescents represent critical global public h...

Jul 2026 42423797
DepressLLM: Interpretable Domain-Adapted Language Model for Depression Detection from Real-World Narratives.

Advances in large language models (LLMs) have enabled a wide range of applications. However, depress...

Jul 2026 42424224
Artificial intelligence and machine learning for detecting suicidal ideation and related suicide outcomes among adolescents: A scoping review.

OBJECTIVE: This scoping review aimed to map the existing evidence on the application of artificial i...

Jul 2026 42424915
Machine learning model based on spontaneous brain activity detected by functional MRI for distinguishing unipolar depression from bipolar disorder.

BACKGROUND: The therapeutic strategies for bipolar disorder (BD) and unipolar depression (UD) are qu...

Jul 2026 42425243
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