[HTML][HTML] Lifestyle factors and other predictors of common mental disorders in diagnostic machine learning studies: A systematic review
Abstract Background Machine Learning (ML) models have been used to predict common
mental disorders (CMDs) and may provide insights into the key modifiable factors that can …
mental disorders (CMDs) and may provide insights into the key modifiable factors that can …
Research hotspots and trends of neuroimaging in social anxiety: a CiteSpace bibliometric analysis based on Web of Science and Scopus database
P Zhang, J Zhang, M Wang, S Feng, Y Yuan… - Frontiers in Behavioral …, 2024 - frontiersin.org
Background This study focused on the research hotspots and development trends of the
neuroimaging of social anxiety (SA) in the past 25 years. Methods We selected 1,305 …
neuroimaging of social anxiety (SA) in the past 25 years. Methods We selected 1,305 …
[HTML][HTML] Pre-COVID brain network topology prospectively predicts social anxiety alterations during the COVID-19 pandemic
Background Social anxiety (SA) is a negative emotional response that can lead to mental
health issues, which some have experienced during the coronavirus disease 2019 (COVID …
health issues, which some have experienced during the coronavirus disease 2019 (COVID …
[HTML][HTML] SADXAI: Predicting social anxiety disorder using multiple interpretable artificial intelligence techniques
K Chadaga, S Prabhu, N Sampathila, R Chadaga… - SLAS technology, 2024 - Elsevier
Social anxiety disorder (SAD), also known as social phobia, is a psychological condition in
which a person has a persistent and overwhelming fear of being negatively judged or …
which a person has a persistent and overwhelming fear of being negatively judged or …
Functional connectivity strength and topology differences in social phobia adolescents with and without ADHD comorbidity
Social phobia (SP) is associated with changes in functional connectivity strength and
topology. However, reported changes have been heterogeneous due to small sample sizes …
topology. However, reported changes have been heterogeneous due to small sample sizes …
[HTML][HTML] Neuroanatomical prediction of individual anxiety problems level using machine learning models: a population-based cohort study of young adults
H Xu, J Xu, D Li - Neurobiology of Stress, 2024 - Elsevier
Anxiety, a mental state in healthy individuals, is characterized by apprehension of potential
future threats. Though the neurobiological basis of anxiety has been investigated widely in …
future threats. Though the neurobiological basis of anxiety has been investigated widely in …
Biomarkers in Anxiety Disorders
While there have been advances in identifying potential biomarkers for anxiety disorders,
such as changes in neurotransmitter levels, structural and functional brain alterations, and …
such as changes in neurotransmitter levels, structural and functional brain alterations, and …
Identification of Social Anxiety in High School: A Machine Learning Approaches to Real-Time Analysis of Student Characteristics
Students in high school commonly struggle with social anxiety, which has a negative effect
on both their academic performance and emotional health. The various forms of social …
on both their academic performance and emotional health. The various forms of social …
Deep interpretability methods for neuroimaging
MM Rahman - 2022 - scholarworks.gsu.edu
Brain dynamics are highly complex and yet hold the key to understanding brain function and
dysfunction. The dynamics captured by resting-state functional magnetic resonance imaging …
dysfunction. The dynamics captured by resting-state functional magnetic resonance imaging …
Classification of Social Anxiety Disorder Using Explainable Machine Learning and Pearson's Correlation Technique
S Bathula, K Chadaga, S Prabhu… - … , Electrical Circuits and …, 2024 - ieeexplore.ieee.org
Social Anxiety Disorder (SAD) is a widespread mental health issue marked by significant
fear or discomfort during social interactions. It can greatly affect a person's life and overall …
fear or discomfort during social interactions. It can greatly affect a person's life and overall …