Machine Learning For Mental Health

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Machine Learning in Mental Health: A Systematic Review …

(7 days ago) WEBHigh prevalence of mental illness and the need for effective mental health care, combined with recent advances in AI, has led to an increase in explorations of how the field of machine learning (ML) can assist in the detection, diagnosis and treatment of mental …

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

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A Review of Machine Learning and Deep Learning …

(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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Improving Mental Health with Machine Learning

(Just Now) WEBMapping Mental Health. Researchers at Massachusetts General Hospital have developed an artificial intelligence model that generates ‘personalized maps’ to guide individuals …

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

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Artificial Intelligence for Mental Health and Mental …

(3 days ago) WEBMachine learning (ML) is an AI approach that involves various methods of enabling an algorithm to learn [ 27, 29, 31 - 35 ]. The most common styles of “learning” …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274446/

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Machine learning model to predict mental health crises …

(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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Machine learning paves the way toward the prevention of …

(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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Deploying machine learning to improve mental health

(3 days ago) WEBA machine-learning expert and a psychology researcher/clinician may seem an unlikely duo. But MIT’s Rosalind Picard and Massachusetts General Hospital’s Paola Pedrelli are united by the belief that artificial …

https://computing.mit.edu/news/deploying-machine-learning-to-improve-mental-health/

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Artificial intelligence and machine learning in mobile apps …

(9 days ago) WEBA number of mobile apps for mental health are available in app stores that have incorporated artificial intelligence (AI) and machine learning (ML) technologies into their service [16–18]. AI refers to the …

https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000079

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(PDF) Mental Health Prediction Using Machine …

(5 days ago) WEBAbstract and Figures. The 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 mental health

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

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From promise to practice: towards the realisation of AI-informed …

(3 days ago) WEBIn 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 …

https://www.thelancet.com/journals/landig/article/PIIS2589-7500(22)00153-4/fulltext

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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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Single classifier vs. ensemble machine learning approaches for …

(7 days ago) WEBEarly prediction of mental health issues among individuals is paramount for early diagnosis and treatment by mental health professionals. One of the promising …

https://braininformatics.springeropen.com/articles/10.1186/s40708-022-00180-6

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Machine learning in mental health: a scoping review of methods …

(1 days ago) WEBBackground: This paper aims to synthesise the literature on machine learning (ML) and big data applications for mental health, highlighting current research and applications in …

https://pubmed.ncbi.nlm.nih.gov/30744717/

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Machine Learning for Mental Health in Social Media: Bibliometric …

(3 days ago) WEBBackground. Artificial intelligence (AI) has permeated various daily sectors that are directly related to our lives [1,2].With this trend, AI for health, which refers to …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7985801/

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Explainable artificial intelligence for mental health through

(Just Now) WEBThe literature on artificial intelligence (AI) or machine learning (ML) in mental health and psychiatry lacks consensus on what “explainability” means. In the …

https://www.nature.com/articles/s41746-023-00751-9

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Machine learning model to predict mental health crises from

(1 days ago) WEBTherefore, we developed a machine learning model that uses electronic health records to continuously monitor patients for risk of a mental health crisis over a period of 28 days. …

https://pubmed.ncbi.nlm.nih.gov/35577964/

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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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Mental Health Predictive Analysis Using Machine-Learning

(1 days ago) WEBMental health related questions from the employees in form of surveys can also be conducted on regular intervals assuring employees privacy. The main goal of …

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

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A Review of Machine Learning and Deep Learning Approaches on …

(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 …

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

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Home Machine Learning in Mental Health Lab

(7 days ago) WEBWelcome to the Machine Learning in Mental Health Lab. We are a multi-disciplinary group of researchers based at the Institute of Psychiatry, Psychology & Neuroscience (King's …

https://mlmh-lab.github.io/

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Dataset size versus homogeneity: A machine learning study on …

(8 days ago) WEBA machine learning approach to understanding patterns of engagement with internet-delivered mental health interventions. JAMA Netw Open 2020; 3: e2010791. …

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

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Machine Learning and Mental Health by Nabil M Abbas

(8 days ago) WEBCanadian Mental Health Association “According to the Anxiety and Depression Association of America, anxiety disorders are the most common mental …

https://towardsdatascience.com/machine-learning-and-mental-health-7981a6001bd5

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Mental Health Awareness Month Spurs Talk About Using - Forbes

(4 days ago) WEBWe can use this time to discuss how generative AI is becoming a powerful force in mental health advice at scale. (AI) and Machine Learning (ML). Following. May …

https://www.forbes.com/sites/lanceeliot/2024/05/15/mental-health-awareness-month-spurs-talk-about-using-generative-ai-as-your-trusted-therapist/

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Can Mental-Health Chatbots Help With Anxiety and Depression?

(Just Now) WEBInterest in mental-health chatbots is rising, fueled by advances in AI’s ability to conduct sophisticated conversations. But how much therapy can they really provide? …

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

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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 …

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

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The application of machine learning techniques in - Nature

(Just Now) WEBShiba, K. et al. Uncovering heterogeneous associations of disaster-related traumatic experiences with subsequent mental health problems: A machine learning …

https://www.nature.com/articles/s41746-024-01117-5

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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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Benchmarking Machine Learning Missing Data Imputation …

(1 days ago) WEBDatabases with mental and behavioral health surveys suffer from missingness when participants skip the entire survey, affecting the data quality and sample size. We …

https://www.medrxiv.org/content/10.1101/2024.05.13.24307231v1

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