AIMC Topic: Mental Health

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An interpretable machine learning approach to multimodal stress detection in a simulated office environment.

Journal of biomedical informatics Jan 30, 2023
BACKGROUND AND OBJECTIVE: Work-related stress affects a large part of today's workforce and is known to have detrimental effects on physical and mental health. Continuous and unobtrusive stress detection may help prevent and reduce stress by providin...
Random Forest Heart Rate Movement Machine Learning Mental Health
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Behaviour recommendations with a deep learning model and genetic algorithm for health debt characterisation.

Journal of biomedical informatics Dec 22, 2022
Human behaviour is a dense longitudinal multi-featured measure that directly impacts the health of individuals in the short and long terms. Therefore, issues usually emerge from the insistence on performing risky behaviours, such as smoking or eating...
Sleep Deep Learning Wearable Electronic Devices Mental Health Exercise Humans
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Depression Detection Based on Hybrid Deep Learning SSCL Framework Using Self-Attention Mechanism: An Application to Social Networking Data.

Sensors (Basel, Switzerland) Dec 13, 2022
In today's world, mental health diseases have become highly prevalent, and depression is one of the mental health problems that has become widespread. According to WHO reports, depression is the second-leading cause of the global burden of diseases. ...
Social Media Semantics Deep Learning Depression Mental Disorders Female Mental Health Male Humans
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Investigating the Association between Streetscapes and Mental Health in Zhanjiang, China: Using Baidu Street View Images and Deep Learning.

International journal of environmental research and public health Dec 11, 2022
Mental health is one of the main factors that significantly affect one's life. Previous studies suggest that streets are the main activity space for urban residents and have important impacts on human mental health. Existing studies, however, have no...
Aged Mental Health Humans Female Environment Design City Planning China Male Residence Characteristics Deep Learning
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A Call to Action on Assessing and Mitigating Bias in Artificial Intelligence Applications for Mental Health.

Perspectives on psychological science : a journal of the Association for Psychological Science Dec 9, 2022
Advances in computer science and data-analytic methods are driving a new era in mental health research and application. Artificial intelligence (AI) technologies hold the potential to enhance the assessment, diagnosis, and treatment of people experie...
Bias Awareness Technology Mental Health Humans Artificial Intelligence
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Public perception of metaverse and mental health on Twitter: A sentiment analysis.

Progress in cardiovascular diseases Nov 26, 2022
Public Opinion Sentiment Analysis Mental Health Social Media Humans
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An Intelligent Mental Health Identification Method for College Students: A Mixed-Method Study.

International journal of environmental research and public health Nov 14, 2022
PURPOSE: Mental health assessments that combine patients' facial expressions and behaviors have been proven effective, but screening large-scale student populations for mental health problems is time-consuming and labor-intensive. This study aims to ...
Humans Artificial Intelligence Anxiety Facial Expression Male Female Students Mental Health
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From promise to practice: towards the realisation of AI-informed mental health care.

The Lancet. Digital health Oct 10, 2022
In this Series paper, we explore the promises and challenges of artificial intelligence (AI)-based precision medicine tools in mental health care from clinical, ethical, and regulatory perspectives. The real-world implementation of these tools is inc...
Mental Health Humans Algorithms Mental Disorders Artificial Intelligence Machine Learning
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Analysis of the Correlation between College Music Education and Public Mental Health Based on Deep Learning.

Journal of environmental and public health Oct 5, 2022
With the continuous changes of college music education and public mental health problems, conventional solutions are no longer sufficient. At this time, we adopted a method based on deep learning to study them. The experiments showed that ① deep lear...
Music Deep Learning Humans Mental Health Universities
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A Deep Learning-Based TE Method for MSs' Mental Health Analysis.

Journal of environmental and public health Sep 29, 2022
Teaching evaluation (TE) is of great significance in education and can judge the value and appropriateness of the curriculum, which is a distinguished part of the educational work. Compared with other courses focusing on imparting knowledge, mental h...
Communism Humans Mental Health Deep Learning Students Curriculum
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