AIMC Topic: Stress, Psychological

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Predicting anxiety in cancer survivors presenting to primary care - A machine learning approach accounting for physical comorbidity.

Cancer medicine Jun 2, 2021
BACKGROUND: The purpose of this study was to explore predictors for anxiety as the most common form of psychological distress in cancer survivors while accounting for physical comorbidity.
Anxiety Comorbidity Stress, Psychological Primary Health Care Regression Analysis Aged Breast Neoplasms Male Middle Aged Sleep Initiation and Maintenance Disorders Fatigue Cancer Pain Cancer Survivors Muscle Weakness Predictive Value of Tests Prostatic Neoplasms Colonic Neoplasms Humans Supervised Machine Learning Female
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Trends in reasons for emergency calls during the COVID-19 crisis in the department of Gironde, France using artificial neural network for natural language classification.

Scandinavian journal of trauma, resuscitation and emergency medicine Mar 31, 2021
OBJECTIVES: During periods such as the COVID-19 crisis, there is a need for responsive public health surveillance indicators in order to monitor both the epidemic growth and potential public health consequences of preventative measures such as lockdo...
Humans Natural Language Processing Adult Emergency Service, Hospital Male Neural Networks, Computer Stress, Psychological Social Isolation COVID-19 Public Health Surveillance France Hotlines Female Self-Injurious Behavior Communicable Disease Control SARS-CoV-2
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Analysing the predictive capacity and dose-response of wellness in load monitoring.

Journal of sports sciences Jan 6, 2021
This study aimed to identify the predictive capacity of wellness questionnaires on measures of training load using machine learning methods. The distributions of, and dose-response between, wellness and other load measures were also examined, offerin...
Physical Exertion Football Motivation Sleep Wearable Electronic Devices Health Status Regression Analysis Decision Trees Sports Soccer Myalgia Cricket Sport Affect Physical Conditioning, Human Perception Fatigue Geographic Information Systems Surveys and Questionnaires Stress, Psychological Humans Machine Learning
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Predicting Psychological Distress Amid the COVID-19 Pandemic by Machine Learning: Discrimination and Coping Mechanisms of Korean Immigrants in the U.S.

International journal of environmental research and public health Aug 20, 2020
The current study examined the predictive ability of discrimination-related variables, coping mechanisms, and sociodemographic factors on the psychological distress level of Korean immigrants in the U.S. amid the COVID-19 pandemic. Korean immigrants ...
Emigrants and Immigrants Racism Betacoronavirus Pneumonia, Viral Stress, Psychological United States Coronavirus Infections Adaptation, Psychological SARS-CoV-2 Adult Male Middle Aged Humans COVID-19 Machine Learning Republic of Korea Female Pandemics
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Modified Support Vector Machine for Detecting Stress Level Using EEG Signals.

Computational intelligence and neuroscience Aug 1, 2020
Stress is categorized as a condition of mental strain or pressure approaches because of upsetting or requesting conditions. There are various sources of stress initiation. Researchers consider human cerebrum as the primary wellspring of stress. To st...
Emotions Male Humans Middle Aged Electroencephalography Female Stress, Psychological Young Adult Support Vector Machine Adult
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Deep Support Vector Machines for the Identification of Stress Condition from Electrodermal Activity.

International journal of neural systems Jun 5, 2020
Early detection of stress condition is beneficial to prevent long-term mental illness like depression and anxiety. This paper introduces an accurate identification of stress/calm condition from electrodermal activity (EDA) signals. The acquisition of...
Support Vector Machine Galvanic Skin Response Electrodiagnosis Humans Deep Learning Adult Stress, Psychological Wearable Electronic Devices
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Machine Learning Based Suicide Ideation Prediction for Military Personnel.

IEEE journal of biomedical and health informatics Apr 20, 2020
Military personnel have greater psychological stress and are at higher suicide attempt risk compared with the general population. High mental stress may cause suicide ideations which are crucially driving suicide attempts. However, traditional statis...
Adolescent Stress, Psychological Suicidal Ideation Military Personnel Male Middle Aged Humans Surveys and Questionnaires Female Machine Learning Psychometrics Young Adult Adult
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Discriminating stress from rest based on resting-state connectivity of the human brain: A supervised machine learning study.

Human brain mapping Apr 15, 2020
Acute stress induces large-scale neural reorganization with relevance to stress-related psychopathology. Here, we applied a novel supervised machine learning method, combining the strengths of a priori theoretical insights with a data-driven approach...
Humans Female Adult Male Supervised Machine Learning Nerve Net Stress, Psychological Connectome Parietal Lobe Magnetic Resonance Imaging Gyrus Cinguli Amygdala Default Mode Network
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EEG based Classification of Long-term Stress Using Psychological Labeling.

Sensors (Basel, Switzerland) Mar 29, 2020
Stress research is a rapidly emerging area in the field of electroencephalography (EEG) signal processing. The use of EEG as an objective measure for cost effective and personalized stress management becomes important in situations like the nonavaila...
Brain-Computer Interfaces Stress, Psychological Support Vector Machine Humans Electroencephalography Machine Learning Algorithms Young Adult Signal Processing, Computer-Assisted Female Adult Male
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A Generic Design of Driver Drowsiness and Stress Recognition Using MOGA Optimized Deep MKL-SVM.

Sensors (Basel, Switzerland) Mar 7, 2020
Driver drowsiness and stress are major causes of traffic deaths and injuries, which ultimately wreak havoc on world economic loss. Researchers are in full swing to develop various algorithms for both drowsiness and stress recognition. In contrast to ...
Humans Algorithms Stress, Psychological ROC Curve Support Vector Machine Automobile Driving Sleepiness
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