Psychiatry

Depression

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

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Showing 673-693 of 1,937 articles
Auto-Masked Audio Spectrogram Transformer for depression detection from speech.

BACKGROUND: Depression is a psychological disorder characterized by altered self-referential cogniti...

Sep 2025 40967413
Edge-Centric Brain Connectome Representations Reveal Increased Brain Functional Diversity of Reward Circuit in Patients With Major Depressive Disorder.

BACKGROUND: Major depressive disorder (MDD) has been increasingly understood as a disorder of networ...

Sep 2025 40912619
Targeting mechanisms of change as a path to precision psychotherapy for community settings.

There have been exciting advancements in mechanisms of change research, but most innovations are rar...

Aug 2025 40855707
Research experience and career factors in relation to mental health problems: Prevalence, risk factors, and machine learning-based predictive estimates.

BACKGROUND: Mental health issues, including depression, anxiety, and insomnia, are increasingly prev...

(2)
Aug 2025 40817703
Genetic predisposition to unwanted side effects under antidepressants and antipsychotics: a molecular-genetic study of 902 patients over 6 weeks.

This project aimed at (1) detailing the complex side effect patterns of 902 inpatients treated for m...

Jul 2025 40719850
Beyond Adverse Childhood Experiences: What Should be Considered for Trauma-Focused Adolescent Mental Health Risk Assessments?

To align with emerging policies for adolescents, feasible, accurate, and equitable trauma-focused as...

Jul 2025 40682318
Predicting the First Onset of Suicidal Thoughts and Behaviors in Adolescents Using Multimodal Risk Factors: A 4-Year Longitudinal Study.

OBJECTIVE: Suicide is one of the leading causes of death among youth worldwide, yet existing studies...

Jul 2025 40681146
Predictive Modeling of Comorbid Depression and Anxiety Symptoms Among Prospective University Students: A GIS-Based and Machine Learning Study.

Prospective university students are highly susceptible to mental health issues such as depression an...

(5)
Jul 2025 40653732
Detecting schizophrenia, bipolar disorder, psychosis vulnerability and major depressive disorder from 5 minutes of online-collected speech.

Psychosis poses substantial social and healthcare burdens. The analysis of speech is a promising app...

Jul 2025 40651952
Depression EEG classification based on multi-scale convolutional transformer network.

Depression electroencephalograph (EEG) classification based on machine learning is helpful for the a...

(1)
Jul 2025 40627463
Assessment of suicidal risk factors in young depressed persons with non-suicidal self-injury based on an artificial intelligence.

INTRODUCTION: The role of non-suicidal self-injury (NSSI) in the suicide process of people with majo...

Jul 2025 40629434
Harnessing technology for hope: a systematic review of digital suicide prevention tools.

This systematic review scrutinizes digital interventions in suicide prevention, telehealth, mobile a...

(2)
Jul 2025 40622617
Comparing traditional natural language processing and large language models for mental health status classification: a multi-model evaluation.

The substantial increase in mental health disorders globally necessitates scalable, accurate tools f...

(2)
Jul 2025 40619512
Multi-kingdom microbiota analysis reveals bacteria-viral interplay in IBS with depression and anxiety.

Irritable Bowel Syndrome (IBS) is a common gastrointestinal disorder frequently accompanied by psych...

(1)
Jul 2025 40617850
Assessing psychological resilience and its influencing factors in the MSM population by machine learning.

This study assesses the influence of social support, self-esteem, depression, and education on psych...

Jul 2025 40617975
Characteristics of brain network connectome and connectome-based efficacy predictive model in bipolar depression.

Aberrant functional connectivity (FC) between brain networks has been indicated closely associated w...

Jul 2025 40615558
Prediction of suicide using web based voice recordings analyzed by artificial intelligence.

The integration of machine learning (ML) and deep learning models in suicide risk assessment has adv...

Jul 2025 40615574
Development and validation of a risk prediction model for depression in patients with chronic obstructive pulmonary disease.

BACKGROUND: Chronic Obstructive Pulmonary Disease (COPD) is a prevalent respiratory condition often ...

(1)
Jul 2025 40604621
Interpretable machine learning for depression recognition with spatiotemporal gait features among older adults: a cross-sectional study in Xiamen, China.

OBJECTIVE: Depression in older adults is a growing public health concern, yet there is still a lack ...

Jul 2025 40604502
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