AIMC Topic: Stress, Psychological

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Speech production under stress for machine learning: multimodal dataset of 79 cases and 8 signals.

Scientific data Nov 12, 2024
Early identification of cognitive or physical overload is critical in fields where human decision making matters when preventing threats to safety and property. Pilots, drivers, surgeons, and operators of nuclear plants are among those affected by th...
Stress, Psychological Humans Machine Learning Speech
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QuadTPat: Quadruple Transition Pattern-based explainable feature engineering model for stress detection using EEG signals.

Scientific reports Nov 9, 2024
The most cost-effective data collection method is electroencephalography (EEG), which obtains meaningful information about the brain. Therefore, EEG signal processing is crucial for neuroscience and machine learning (ML). Therefore, a new EEG stress ...
Humans Machine Learning Male Algorithms Stress, Psychological Brain Electroencephalography Female Signal Processing, Computer-Assisted Adult
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Academic-related stressors predict depressive symptoms in graduate students: A machine learning study.

Behavioural brain research Nov 7, 2024
BACKGROUND: Graduate students face higher depression rates worldwide, which were further exacerbated during the COVID-19 pandemic. This study employed a machine learning approach to predict depressive symptoms using academic-related stressors.
Stress, Psychological Universities Brazil Students Depression Surveys and Questionnaires Humans Machine Learning COVID-19 Female Young Adult Adult Male
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Detection of Low Resilience Using Data-Driven Effective Connectivity Measures.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Oct 1, 2024
Conventional thresholding techniques for graph theory analysis, such as absolute, proportional and mean degree, have often been used in characterizing human brain networks under different mental disorders, such as mental stress. However, these approa...
Young Adult Nerve Net Humans Brain Stress, Psychological Adult Female Algorithms Support Vector Machine Male Reproducibility of Results Electroencephalography Resilience, Psychological Healthy Volunteers
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Machine learning for anxiety and depression profiling and risk assessment in the aftermath of an emergency.

Artificial intelligence in medicine Sep 29, 2024
BACKGROUND & OBJECTIVES: Mental health disorders pose an increasing public health challenge worsened by the COVID-19 pandemic. The pandemic highlighted gaps in preparedness, emphasizing the need for early identification of at-risk groups and targeted...
Adult Spain Mental Health Male Risk Assessment COVID-19 Middle Aged Anxiety Female Depression Risk Factors Humans Stress, Psychological Machine Learning Aged
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Classification of mindfulness experiences from gamma-band effective connectivity: Application of machine-learning algorithms on resting, breathing, and body scan.

Computer methods and programs in biomedicine Sep 28, 2024
BACKGROUND AND OBJECTIVE: Practicing mindfulness is a mental process toward interoceptive awareness, achieving stress reduction and emotion regulation through brain-function alteration. Literature has shown that electroencephalography (EEG)-derived c...
Mindfulness Adult Algorithms Male Brain Humans Bayes Theorem Stress, Psychological Female Machine Learning Electroencephalography Support Vector Machine Young Adult Rest Respiration
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Machine learning-enabled mental health risk prediction for youths with stressful life events: A modelling study.

Journal of affective disorders Sep 19, 2024
BACKGROUND: Youths face significant mental health challenges exacerbated by stressful life events, particularly in the context of the COVID-19 pandemic. Immature coping strategies can worsen mental health outcomes.
COVID-19 Female SARS-CoV-2 Risk Factors Humans Machine Learning Male China Social Support Adolescent Young Adult Adult Mental Health Cross-Sectional Studies Emotional Intelligence Stress, Psychological Life Change Events Adaptation, Psychological
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Assessing the nonlinear impact of green space exposure on psychological stress perception using machine learning and street view images.

Frontiers in public health Sep 18, 2024
INTRODUCTION: Urban green space (GS) exposure is recognized as a nature-based strategy for addressing urban challenges. However, the stress relieving effects and mechanisms of GS exposure are yet to be fully explored. The development of machine learn...
China Environment Design Humans Female Stress, Psychological Perception Adult Machine Learning Cities Male Algorithms Support Vector Machine Middle Aged
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Examining worry and secondary stressors on grief severity using machine learning.

Anxiety, stress, and coping Aug 21, 2024
BACKGROUND & OBJECTIVES: Worry and loss-related secondary stressors appear to be important correlates of problematic grief responses. However, the relative importance of these variables in the context of established correlates of grief responding, ra...
Adult Male Middle Aged Anxiety Severity of Illness Index Surveys and Questionnaires Adolescent Stress, Psychological Machine Learning Female Aged Young Adult Stress Disorders, Post-Traumatic Humans Grief
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Machine Learning, Deep Learning, and Data Preprocessing Techniques for Detecting, Predicting, and Monitoring Stress and Stress-Related Mental Disorders: Scoping Review.

JMIR mental health Aug 21, 2024
BACKGROUND: Mental stress and its consequent mental health disorders (MDs) constitute a significant public health issue. With the advent of machine learning (ML), there is potential to harness computational techniques for better understanding and add...
Deep Learning Humans Stress, Psychological Machine Learning Mental Disorders
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