Psychiatry

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

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Peer Relationships Are a Direct Cause of the Adolescent Mental Health Crisis: Interpretable Machine Learning Analysis of 2 Large Cohort Studies.

BACKGROUND: Converging evidence indicates an adolescent mental health crisis in Western societies th...

May 2025 40354649
Biological markers and psychosocial factors predict chronic pain conditions.

Chronic pain is a multifactorial condition presenting significant diagnostic and prognostic challeng...

May 2025 40355673
Evaluating Reasoning LLMs for Suicide Screening with the Columbia-Suicide Severity Rating Scale

Suicide prevention remains a critical public health challenge. While online platforms such as Redd...

Reasoning language models for more transparent prediction of suicide risk.

BACKGROUND: We previously demonstrated that a large language model could estimate suicide risk using...

May 2025 40350181
Voice biomarkers of perinatal depression: cross-sectional nationwide pilot study report

Perinatal depression (PND) affects 1 in 5 mothers, with 85% lacking support. Digital health tools ...

Mortality and its predictors among people with dementia receiving psychiatric in-patient care.

BACKGROUND: Although dementia is a terminal condition, palliation can be a challenge for clinical se...

May 2025 40340754
Construction of disability risk prediction model for the elderly based on machine learning.

The study aimed to develop a predictive model using machine learning algorithms, providing healthcar...

May 2025 40346175
Construction and validation of a predictive model for suicidal ideation in non-psychiatric elderly inpatients.

BACKGROUND: Suicide poses a substantial public health challenge globally, with the elderly populatio...

May 2025 40346469
Novel neural activity profiles underlying inhibitory control deficits of clinical relevance in ADHD - insights from EEG tensor decomposition.

BACKGROUND: Attention-Deficit-Hyperactivity Disorder (ADHD) is a multifaceted neurodevelopmental dis...

May 2025 40350038
Fair Uncertainty Quantification for Depression Prediction

Trustworthy depression prediction based on deep learning, incorporating both predictive reliabilit...

Hippocampal-prefrontal functional neural networks in a rat model of fragile X syndrome are poorly organized with limited resiliency.

Fragile X Syndrome (FXS) is a common cause of autism spectrum symptoms. The genetic mutation results...

May 2025 40341845
EEG-based Signatures of Schizophrenia, Depression, and Aberrant Aging: A Supervised Machine Learning Investigation.

BACKGROUND: Electroencephalography (EEG) is a noninvasive, cost-effective, and robust tool, which di...

May 2025 39248267
ASiDentify (ASiD): a machine learning model to predict new autism spectrum disorder risk genes.

Autism spectrum disorder (ASD) is a neurodevelopmental disorder that affects nearly 3% of children a...

May 2025 40088463
Hearing vocals to recognize schizophrenia: speech discriminant analysis with fusion of emotions and features based on deep learning.

BACKGROUND AND OBJECTIVE: Accurate detection of schizophrenia poses a grand challenge as a complex a...

May 2025 40340671
Predicting peripartum depression using elastic net regression and machine learning: the role of remnant cholesterol.

BACKGROUND: Traditional statistical methods have dominated research on peripartum depression (PPD), ...

May 2025 40340559
A Systematic Review on Physiology-based Anxiety Detection using Machine Learning.

Anxiety disorder poses a significant challenge to mental health. Diagnosing anxiety is complicated d...

May 2025 40340907
Machine learning-based predictive modelling of mental health in Rwandan Youth.

Globally, mental disorders are a significant burden, particularly in low- and middle-income countrie...

May 2025 40341215
The Association Between Psychotropic Medications and Cognitive Functioning in a Real-World Cohort of 869 Individuals with Schizophrenia.

BACKGROUND: Cognitive deficits are a central feature of schizophrenia for which there are not any es...

May 2025 40341586
R^3-VQA: "Read the Room" by Video Social Reasoning

"Read the room" is a significant social reasoning capability in human daily life. Humans can infer...

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