Psychiatry

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

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Precision psychiatry in clinical practice: What is clinically actionable, what is promising, and what remains experimental?

Precision psychiatry seeks to improve individual-level prediction, treatment selection, monitoring, and prevention by integrating clinical, biological, behavioural, digital, and contextual information. This structured narrative review assessed the clinical readiness of major approaches using a purpose-specific framework covering validity, external replication, incremental utility, actionability, p...

Aug 27 2026 42657684

Development and evaluation of machine learning models to predict mechanical restraint and related coercive measures in hospital psychiatry.

PURPOSE: Coercive practices in psychiatric hospitals present clinical and ethical challenges. Aiming to support prevention, we developed and evaluated machine learning models predicting mechanical restraint and a composite of related coercive measures. MATERIALS AND METHODS: The dataset comprised electronic health records from adults admitted to the Psychiatric Services in the Central Denmark Regi...

Aug 27 2026 42657858
Protocol for analyzing slow cortical dynamics in mouse neuronal recordings.

Temporal information processing is critical for brain function, supporting neural computations such as novelty detection, adaptation, and temporal nor...

Aug 27 2026 42658683
Identification of suicidal ideation in major depressive disorder: A machine learning approach with multimodal digital features.

Current detection models for suicidal ideation (SI) among depressed patients have primarily relied on clinical and biological features. This study aim...

Aug 27 2026 42658794
Depression prediction and key factors: A comparative analysis of logistic regression and machine learning models.

OBJECTIVES: Factors associated with depression were explored in this study through logistic regression, and predictive performance was compared with v...

Aug 27 2026 42658859
Large Language Models as a New Tool for Therapists in Internet-Based Cognitive Behavioral Therapy: Blinded Clinician Rating Pilot Experiment.

BACKGROUND: Internet-based cognitive behavioral therapy (iCBT) is an effective and scalable alternative to face-to-face psychotherapy, but its reach i...

Aug 26 2026 42647055
Artificial intelligence responses to toilet training questions: A reliability and readability analysis of ChatGPT and gemini applications.

BackgroundToilet training is a critical developmental milestone that may have long-term implications for children's psychosocial development if improp...

Aug 26 2026 42647685
MSPPGT: A Multi-Scale Pyramid Pooling-Based Graph Transformer Framework for Neuropsychiatric Disorder Diagnosis.

Graph Neural Networks (GNNs) model functional connectivity patterns between brain regions via neighborhood information aggregation. However, most GNN ...

Aug 26 2026 42647706
AI-Based Approaches to Refugee Mental Health Care: Systematic Integrative Review.

BACKGROUND: Refugees and forcibly displaced populations experience elevated rates of mental health conditions, including posttraumatic stress disorder...

Aug 26 2026 42647859
Predictors of social and occupational functioning in help-seeking youths accessing an early intervention in psychosis programme: A real-world cohort study using machine learning algorithms.

INTRODUCTION: Social and occupational impairment is common in early psychosis, yet predictors of functional outcome in real-world early intervention i...

Aug 26 2026 42648202
Associations between human oxytocin receptor gene promoter DNA methylation and brain structural connectome in panic disorder in Korea.

AIMS: Epigenetic regulation of the oxytocin receptor gene (OXTR), particularly DNA methylation (DNAm), has been linked to insecure attachment, anxiety...

Aug 26 2026 42648552
Group Favoritism in Children With Autism Spectrum Disorders.

People tend to evaluate more positively the members of their group. This study examined this behavior in autistic children to better understand the st...

Aug 26 2026 42649588
The Importance of Artificial Intelligence in Nursing: A Fundamentals of Care Perspective.

AIM: To analyze the integration of Artificial Intelligence in nursing through the lens of the Fundamentals of Care framework. DESIGN: A discursive pap...

Aug 25 2026 42639678
Assessing the Utility of Social Determinants of Health Data in Suicide Prediction Models.

OBJECTIVE: This study seeks to explore the utility of social determinants of health (SDoH) variables in suicide prediction models. We aim to assess th...

Aug 25 2026 42639809
Edge-centric brain connectomes reveal two molecularly distinct neurobiological subtypes of adolescent major depressive disorder.

Adolescent major depressive disorder (MDD) is a heterogeneous disorder that complicates diagnosis and treatment. However, the mechanisms underlying th...

Aug 25 2026 42640475
When Markets Shape AI Mental Health Self-Management Tools: Consequences for Serious Mental Illness.

AI-enabled self-management health tools are increasingly promoted within health care policy as part of digital self-management models for mental healt...

Aug 25 2026 42641123
Early-life inflammatory subgroups in youth with psychotic experiences: A semi-supervised machine learning approach.

AIMS: Psychotic experiences (PEs) are relatively common in youth and are associated with increased risk for later psychotic disorders. Although inflam...

Aug 25 2026 42641669
Machine learning classification of schizophrenia and social anhedonia based on facial expressions.

BACKGROUND AND HYPOTHESIS: Schizophrenia (SCZ) is characterized by deficits in emotional expression, with facial expressions serving as potential mark...

Aug 25 2026 42641679
Episode-state-associated and shared intrinsic functional network patterns in bipolar disorder.

Understanding functional connectivity alterations across manic, depressive, and remitted states of bipolar disorder (BD) remains an important challeng...

Aug 25 2026 42641962
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