Conformal Depression Prediction

Information Science, Artificial Intelligence, Medicine, Psychiatry, Clinical Psychology,
Depression Prediction   Uncertainty Quantification   Conformal Prediction   Approximate Conditional Coverage   Facial Depression Prediction  

Research on Depression Prediction Method Based on Conformal Prediction Background Introduction Depression is a common mental disorder characterized by persistent sadness, debilitation, and loss of interest in activities. It not only increases the risk of suicide but also imposes a significant psychological burden on patients and their families. Cur...

Functional Connectivity Analysis of Children with Autism Under Emotional Clips

Medicine, Psychiatry, Neurology, Clinical Psychology,
Autism Spectrum Disorder   functional connectivity   EEG   emotional processing   classification  

Functional Connectivity Analysis of Children with Autism under Emotional Stimulation Background Introduction Autism Spectrum Disorder (ASD) is a complex neurodevelopmental disorder, primarily characterized by deficits in social interaction and communication abilities, as well as repetitive behaviors and restricted interests. One of the core feature...

TFAGL: A Novel Agent Graph Learning Method Using Time-Frequency EEG for Major Depressive Disorder Detection

Information Science, Computer Science, Artificial Intelligence, Medicine, Psychiatry, Neurology,
Major Depressive Disorder Detection   Time-Frequency EEG   Agent Graph Learning   Graph Convolution   Brain Functional Connectivity  

A Novel Method for Depression Detection Based on Time-Frequency EEG: TFAGL Academic Background Major Depressive Disorder (MDD) is a common mental illness worldwide, characterized by symptoms such as sadness, guilt, and low self-esteem, accompanied by loss of interest, diminished enthusiasm for life, and disruptions in sleep or appetite. According t...

Mapping the Cellular Etiology of Schizophrenia and Complex Brain Phenotypes

Medicine, Psychiatry, Life Sciences, Cell Biology, Genetics,
schizophrenia   brain phenotypes   cell types   genome-wide association studies   transcriptomics  

Cell-Type Classification of Psychiatric Disorders: New Study Reveals Cellular Basis of Schizophrenia and Other Complex Brain Disorders Academic Background Psychiatric disorders, such as schizophrenia, depression, and bipolar disorder, are significant public health issues worldwide. These disorders are typically caused by a combination of multiple g...

A Distinct Hypothalamus–Habenula Circuit Governs Risk Preference

Medicine, Psychiatry, Neurology, Life Sciences, Cell Biology, Bioengineering, Biophysics,
risk preference   hypothalamus   habenula   decision-making   neural circuits  

Study on the Hypothalamus-Habenula Circuit Regulating Risk Preference Academic Background In complex and uncertain environments, animals need to assess risks to make survival-favorable decisions. When faced with safe and risky options, animals usually exhibit a strong preference for one option, which remains consistent over time. However, how this ...