Machine Learning Mental Health Analysis

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Machine Learning in Mental Health: A Systematic Review of the …

(7 days ago) WEBMachine Learning in Mental Health: Development of multi-class classification algorithm that analysis mental health subreddit posts and quantifies their relationship to DSM-5 categories. To cost-effectively offer actionable information to clinicians about a patients’ …

https://dl.acm.org/doi/fullHtml/10.1145/3398069

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A Review of Machine Learning and Deep Learning Approaches on …

(3 days ago) WEBCombating mental illnesses such as depression and anxiety has become a global concern. As a result of the necessity for finding effective ways to battle these …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9914523/

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Deep learning in mental health outcome research: a …

(9 days ago) WEBMental illness is a type of health condition that changes a person’s mind, emotions, or behavior (or all three), and has been shown …

https://www.nature.com/articles/s41398-020-0780-3

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Mental Health Prediction Using Machine Learning: Taxonomy

(2 days ago) WEBThe increase of mental health problems and the need for effective medical health care have led to an investigation of machine learning that can be applied in …

https://www.hindawi.com/journals/acisc/2022/9970363/

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A Review of Machine Learning and Deep Learning …

(9 days ago) WEBCombating mental illnesses such as depression and anxiety has become a global concern. As a result of the necessity for finding effective ways to battle these problems, machine learning approaches …

https://www.mdpi.com/2227-9032/11/3/285

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A machine learning analysis of COVID-19 mental health data

(Just Now) WEBIntroduction. In late December 2019, the novel coronavirus (Sars-Cov-2) and the resulting disease COVID-19 were first identified in Wuhan China 1. The disease …

https://www.nature.com/articles/s41598-022-19314-1

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Machine Learning in Mental Health: A Systematic Review of the …

(8 days ago) WEBSignal processing and machine learning for mental health research and clinical applications [perspectives]. IEEE Signal Processing Magazine 34, 5 (2017), 196--195.

https://dl.acm.org/doi/10.1145/3398069

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Machine learning model to predict mental health crises from

(Just Now) WEBMachine learning applied on electronic health records can predict mental health crises 28 days in advance and become a clinically valuable tool for managing …

https://www.nature.com/articles/s41591-022-01811-5

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A Systematic Review of Machine Learning Models in …

(7 days ago) WEBWith the increase in biosensors and data collection devices in the healthcare industry, artificial intelligence and machine learning have attracted much attention in recent years. In this study, we offered a …

https://www.mdpi.com/2673-7426/3/1/14

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(PDF) Mental Health Prediction Using Machine …

(5 days ago) WEBprediction model. Using several machine learning models, an overall accuracy of 77% can be generated in the prediction. of PTSD. Based on the study conducted by Salminen et al., the. authors have

https://www.researchgate.net/publication/357624760_Mental_Health_Prediction_Using_Machine_Learning_Taxonomy_Applications_and_Challenges

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Predicting mental health problems in adolescence …

(3 days ago) WEBMachine learning in mental health. Supervised machine learning, used for classification or prediction modelling, has the advantage of accounting for complex relationships between variables that may not …

https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0230389

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Mental Health Predictive Analysis Using Machine-Learning

(1 days ago) WEBThe main goal of this paper is to study the predictive analysis for mental health problems using machine learning algorithms (MLAs) such as LR, DT, RF, and …

https://link.springer.com/chapter/10.1007/978-981-97-1329-5_9

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A machine learning analysis of COVID-19 mental health data

(3 days ago) WEBFigure 16 displays the accuracy scores of all supervised machine learning models that applied on the Mental Health data in this section. Top predictors for mental …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9438361/

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Machine Learning Role in Cognitive Mental Health Analysis amid …

(4 days ago) WEBThe mental health of people is impacted rudely by Covid-19. The influence of the Covid19 virus on psychological health leads to depression, anxiety, posttraumatic stress, …

https://ieeexplore.ieee.org/document/9850873

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Using machine learning to track the pandemic’s impact on mental …

(Just Now) WEBUsing machine learning to analyze the text of more than 800,000 Reddit posts, the researchers were able to identify changes in the tone and content of language …

https://news.mit.edu/2020/covid-19-impact-mental-health-1105

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Improving Mental Health with Machine Learning

(Just Now) WEBResearchers at Massachusetts General Hospital have developed an artificial intelligence model that generates ‘personalized maps’ to guide individuals toward improved mental …

https://innovationatwork.ieee.org/improving-mental-health-with-machine-learning/

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Investigations on Machine Learning Models for Mental Health …

(6 days ago) WEBMachine learning Techniques are identified as the most suitable methods for mental health analysis and prediction. Mental illness among people has increased vastly …

https://ieeexplore.ieee.org/document/10157385/

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Machine Learning for Mental Health in Social Media - PubMed

(1 days ago) WEBRecently, machine learning (ML)-based mental health exploration using large-scale social media data has attracted significant attention. Objective: We aimed to …

https://pubmed.ncbi.nlm.nih.gov/33683209/

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Mental Health Prediction Using Machine Learning

(3 days ago) WEBML is becoming more capable for disease diagnosis and also provides a platform for doctors to analyze a large number of patient data and create personalized …

https://www.analyticsvidhya.com/blog/2022/06/mental-health-prediction-using-machine-learning/

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Dataset size versus homogeneity: A machine learning study on …

(3 days ago) WEBObjectiveThis study proposes a way of increasing dataset sizes for machine learning tasks in Internet-based Cognitive Behavioral Therapy through pooling …

https://journals.sagepub.com/doi/full/10.1177/20552076241248920

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Machine learning paves the way toward the prevention of mental …

(Just Now) WEBPredictive markers. Psychology. Experiencing a mental health crisis has a detrimental impact on a patient’s life. A machine learning algorithm trained …

https://www.nature.com/articles/s41591-022-01820-4

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Mental Health Analysis of Employees using Machine Learning …

(4 days ago) WEBIn recent years, there has been increasing research and analysis on the importance of mental health in achieving global sustainable development goals. Mental stability can …

https://ieeexplore.ieee.org/abstract/document/9668526/

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The physical, social, and mental conditions of machine learning in

(9 days ago) WEBThis study aims to assess how well several machine learning (ML) algorithms predict the physical, social, and mental health condition of university students. …

https://onlinelibrary.wiley.com/doi/10.1111/jcal.12999?af=R

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Mental Health Analysis of Employees using Machine Learning …

(2 days ago) WEBHere we analyzed the severity of mental illness for working employees based on different factors or attributes which includes self-employed, mental health history in …

https://www.semanticscholar.org/paper/Mental-Health-Analysis-of-Employees-using-Machine-Sujal-Neelima/9e9a0fd47644dd6c273d8b67bc6df2a12a9a4c12

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Convolution Neural Network Having Multiple Channels with Own …

(9 days ago) WEBGamaarachchige, P.K., Inkpen, D.: Multi-task, multi-channel, multi-input learning for mental illness detection using social media text. In: Proceedings of the Tenth …

https://dl.acm.org/doi/10.1007/s00354-023-00237-y

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Designing AI for mental health diagnosis: challenges from sub …

(Just Now) WEBRecently clinicians have become more reliant on technologies such as artificial intelligence (AI) and machine learning (ML) for effective and accurate …

https://jme.bmj.com/content/early/2024/02/19/jme-2023-109711

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AI, social media help track population-based mental health patterns

(1 days ago) WEBMay 15, 2024 - Researchers from Stony Brook University, Stanford University and the University of Pennsylvania have developed an AI-based system to track rates of …

https://healthitanalytics.com/news/ai-social-media-help-track-population-based-mental-health-patterns

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Can Mental-Health Chatbots Help With Anxiety and Depression?

(Just Now) WEBIllustration: Nick Little. Interest in mental-health chatbots is rising, fueled by advances in AI’s ability to conduct sophisticated conversations. But how much therapy …

https://www.wsj.com/health/wellness/ai-chatbots-mental-health-5184eca2

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How AI Affects Mental Health in the Workplace Psychology Today

(6 days ago) WEBThe need to adapt to new AI systems can cause fatigue, burnout, anxiety, irritability, headaches, muscle pain, and sleep problems. Severe cases are linked to …

https://www.psychologytoday.com/us/blog/mental-wealth/202405/how-ai-affects-mental-health-in-the-workplace

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Methods in predictive techniques for mental health status on …

(9 days ago) WEBThis included regression analysis, machine learning, and time series analysis. 3. M. & Hovy, D. Multitask learning for mental health conditions with …

https://www.nature.com/articles/s41746-020-0233-7

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Impact of Covid-19 on Bangladeshi university students mental …

(1 days ago) WEBThe purpose of the study is to explore the following effects of the pandemic on the mental health of Bangladeshi university students using Machine Learning (ML) …

https://www.medrxiv.org/content/10.1101/2024.05.17.24307476v1

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Healthcare Free Full-Text Two-and-a-Half-Year Follow-Up

(1 days ago) WEBBlue space interventions evidently have a positive impact on well-being and mental health, yet longitudinal studies on the lasting impact of such interventions are …

https://www.mdpi.com/2227-9032/12/10/1004

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Human–computer interaction and digital literacy promote …

(5 days ago) WEBAbstract This research examines the influence of digital literacy on preschool children’s school readiness and mental health. The analysis dissects psychological resilience’s …

https://psycnet.apa.org/record/2024-11372-001

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5 interesting ways Artificial Intelligence can boost mental - MSN

(9 days ago) WEBMachine learning algorithms can be used to notify medical professionals that a patient is likely to experience a significant mental health issue based on their

https://www.msn.com/en-in/money/news/5-interesting-ways-artificial-intelligence-can-boost-mental-healthcare/ar-AA1bRpWG

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A multi-modal open dataset for mental-disorder analysis

(Just Now) WEBHere we present a multi-model open dataset for mental-disorder analysis. For now, the dataset includes data mainly from clinically depressed patients and …

https://www.nature.com/articles/s41597-022-01211-x

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Search Jobs Careers McKinsey & Company

(4 days ago) WEBLearn about careers at McKinsey by reading profiles, launching a job search, or exploring the firm.

https://www.mckinsey.com/careers/search-jobs

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