Psychiatry

Anxiety & Stress

Latest AI and machine learning research in anxiety & stress for healthcare professionals.

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Showing 1301-1320 of 4,207 articles

Multi-omic deep learning identifies exercise-responsive ageing pathways in humans

Genome-wide association studies of physical activity traits have mapped numerous loci, yet the molecular mechanisms through which exercise influences human biology remain poorly defined. Mechanistic progress has been limited by heritability-dominated signals, siloed single-omic analyses, and the lack of integrative models that connect genetic associations to causal, system-level pathways. We intro...

Machine Learning Ensemble Reveals Distinct Molecular Pathways of Retinal Damage in Spaceflown Mice

Spaceflight-associated neuro-ocular syndrome (SANS) threatens astronaut health during long-duration missions, yet its molecular pathology remains unclear. Two physiological pathways exist: one attributes SANS to microgravity-induced cephalic fluid shift causing increased intracranial pressure, altered CSF flow, blood-brain barrier disruption, and optic disc edema; the other emphasizes radiation-in...

Phenotypic differentiation between highland and coastal quinoa under cold stress conditions

Quinoa (Chenopodium quinoa Willd.) is a genetically diverse Andean crop valued for its nutrition and adaptability to varied agro-climatic conditions w...

Multi-stage Bridge Inspection System: Integrating Foundation Models with Location Anonymization

In Japan, civil infrastructure condition monitoring is mandated through visual inspection every five years. Field-captured damage images frequently co...

Jan 24 2026 2601.17254v1
Student Mental Health Screening via Fitbit Data Collected During the COVID-19 Pandemic

College students experience many stressors, resulting in high levels of anxiety and depression. Wearable technology provides unobtrusive sensor data t...

Jan 22 2026 2601.16324v1
Remote and Independent Detection of Human Stress Using Sweat and AI

Previous studies exploring human sweat ducts as biological antennas in the sub-THz range have shown that the electromagnetic (EM) response of the skin...

Early Linguistic Pattern of Anxiety from Social Media Using Interpretable Linguistic Features: A Multi-Faceted Validation Study with Author-Disjoint Evaluation

Anxiety affects hundreds of millions of individuals globally, yet large-scale screening remains limited. Social media language provides an opportunity...

Jan 16 2026 2601.11758v1
Unveiling the role of oxidative stress in ANCA-associated glomerulonephritis through integrated machine learning and bioinformatics analyses.

Anti-neutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) is a systemic autoimmune disease often leading to rapidly progressive glomerul...

Dec 1 2025 40369957
Integrated analysis of restraint stress in rat serum using ATR-FTIR and Raman spectroscopy with Machine learning.

In forensic practice, accurately determining whether an individual has been subjected to prolonged restraint or assessing injuries resulting from rest...

Nov 5 2025 40373552
Decoding chronic stress: From behavioral-molecular dynamics in mice to clinical implications of cortisol and IL-17 in depression severity.

BACKGROUNDS: The etiology of depression involves chronic stress, a recognized determinant of onset and severity. This study adopts a translational app...

Sep 15 2025 40381861
Integration of multi-omics data and machine learning to identify antioxidant biomarkers in type 1 diabetes.

The identification of biomarkers for early diagnosis and monitoring the progression of Type 1 Diabetes (T1DM) is essential for improving disease manag...

Aug 16 2025 40339726
Stress Monitoring in Healthcare: An Ensemble Machine Learning Framework Using Wearable Sensor Data

Healthcare professionals, particularly nurses, face elevated occupational stress, a concern amplified during the COVID-19 pandemic. While wearable s...

AI Meets Maritime Training: Precision Analytics for Enhanced Safety and Performance

Traditional simulator-based training for maritime professionals is critical for ensuring safety at sea but often depends on subjective trainer asses...

Detection of winding deformations in power transformers from inrush current characteristics using the Chen-Lee chaotic system and Gramian Angular Summation Field.

A short-circuit fault in a transmission line unbalances the electromagnetic stress or ferromagnetic resonance, which deforms the internal windings of ...

Jul 1 2025 40591834
Innovations in Quail Welfare: Integrating Environmental Enrichment, Nutrition and Genetic Advances for Improved Health and Productivity.

The demand for ethical and sustainable poultry production is driving up the importance of quail welfare. Because quail meat and eggs are in high deman...

Jul 1 2025 40504085
Identifying metabolites of new psychoactive substances using in silico prediction tools.

New psychoactive substances (NPS) pose an increasing challenge for clinical and forensic toxicology due to the initial lack of analytical and metaboli...

Jul 1 2025 40358677
Machine learning-based prediction of anxiety disorders using blood metabolite and social trait data from the UK Biobank.

Anxiety disorders are the most prevalent type of mental health disorders and are characterised by excessive fear and worry. Despite affecting one in f...

Jul 1 2025 40485662
Screening of oxidative stress components of cigarette smoke based on machine learning model integration.

Cigarette smoke, a complex mixture of more than 7000 chemicals, poses a significant threat to human health, with oxidative stress being an important m...

Jul 1 2025 40360055
Anxiety disorder identification with biomarker detection through subspace-enhanced hypergraph neural network.

In this study, we propose a subspace-enhanced hypergraph neural network (seHGNN) for classifying anxiety disorders (AD), which are prevalent mental il...

Jul 1 2025 40022891
Personalized Mental State Evaluation in Human-Robot Interaction using Federated Learning

With the advent of Industry 5.0, manufacturers are increasingly prioritizing worker well-being alongside mass customization. Stress-aware Human-Robo...

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