Ai Models In Mental Health

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Artificial Intelligence for Mental Health and Mental Illnesses: An …

(3 days ago) WEBPurpose of review: Artificial intelligence (AI) technology holds both great promise to transform mental healthcare and potential pitfalls. This article provides an overview of AI and current applications in healthcare, a review of recent original …

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

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Artificial intelligence in mental health research: new …

(3 days ago) WEBUsing artificial intelligence (AI) in mental health services and research has potential, but a new study finds significant shortcomings that may indicate overly accelerated promotion of new AI models that have …

https://www.who.int/europe/news/item/06-02-2023-artificial-intelligence-in-mental-health-research--new-who-study-on-applications-and-challenges

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The potential and perils of generative artificial intelligence in

(Just Now) WEBGenerative artificial intelligence (AI), exemplified by large language models such as ChatGPT, shows promise in mental health practice, aiding research, training and therapy. However, bias

https://www.nature.com/articles/s44220-024-00257-7

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Clinical applications of AI in mental health care - Nature

(5 days ago) WEBWhile the first-generation AI applications for mental health developed in the 1960s and 1970s did not transform care, recent advances in computing, smartphones, algorithms, large language models

https://www.nature.com/collections/ifgbdfgbcj

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The performance of artificial intelligence-driven technologies in

(Just Now) WEBThe performance of the AI models in diagnosing these mental disorders ranged between 21% and 100%. AI technologies offer great promise in diagnosing mental health disorders.

https://www.nature.com/articles/s41746-022-00631-8

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Designing Human-centered AI for Mental Health: …

(8 days ago) WEBA smaller proportion of works describe AI approaches for predicting mental health risks; especially suicidality [1, 3, 73, 81, 102]. The predominant focus on AI for mental health detection and diagnosis can …

https://dl.acm.org/doi/10.1145/3564752

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From promise to practice: towards the realisation of AI …

(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 regulatory perspectives. The real-world …

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

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Artificial Intelligence for Mental Healthcare: Clinical Applications

(3 days ago) WEBA major challenge for AI in mental health is that the underlying biological processes of psychiatric disorders are still poorly understood AI models have to be bootstrapped from observations, rather than be derived from first principles. However, a major problem for data-based derivations of models is the statistical bias-variance trade-off

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8349367/

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An Introduction to Generative Artificial Intelligence in Mental …

(Just Now) WEBPurpose of Review This paper provides an overview of generative artificial intelligence (AI) and the possible implications in the delivery of mental health care. Recent Findings Generative AI is a powerful technology that is changing rapidly. As psychiatrists, it is important for us to understand generative AI technology and how it may impact our …

https://link.springer.com/article/10.1007/s11920-023-01477-x

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AI is changing every aspect of psychology. Here’s what to watch for

(9 days ago) WEBIn psychology practice, artificial intelligence (AI) chatbots can make therapy more accessible and less expensive. AI tools can also improve interventions, automate administrative tasks, and aid in training new clinicians. On the research side, synthetic intelligence is offering new ways to understand human intelligence, while machine …

https://www.apa.org/monitor/2023/07/psychology-embracing-ai

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

(7 days ago) WEBThus, for developing effective and implementable ML systems for mental health, and as ML models advance in technical development and accuracy, more research is needed to (i) test the validity of the mental health constructs that are assessed (e.g., diagnostic validity) and (ii) ensure that ML outputs are transferable and their prediction robust

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

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Generative artificial intelligence in mental health care: …

(8 days ago) WEBnew AI models can diagnose mental health conditions in the con - text of standardized exam questions or simple case examples2. This is important research, and there is evidence of improvement with new models, but the approach belies the clinical reality of how diagnosis is made or utilized in clinical care. The future of di-

https://onlinelibrary.wiley.com/doi/epdf/10.1002/wps.21148

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On artificial intelligence and global mental health - ScienceDirect

(7 days ago) WEBAs mental health understanding evolves, AI models should adapt accordingly. In this realm, global institutions like the World Health Organization (WHO, ( World Health Organization, 2021 )), but also the World Psychiatric Association ( Bhugra et al., 2023 ), may play a crucial role in shaping the landscape of AI for mental health.

https://www.sciencedirect.com/science/article/pii/S1876201823004124

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

(7 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 regulatory perspectives. The real-world implementation of these tools is increasingly considered the prime solution for key issues in mental health, such as delayed

https://www.sciencedirect.com/science/article/pii/S2589750022001534

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Assessing prognosis in depression: comparing perspectives of AI …

(7 days ago) WEBBackground Artificial intelligence (AI) has rapidly permeated various sectors, including healthcare, highlighting its potential to facilitate mental health assessments. This study explores the underexplored domain of AI’s role in evaluating prognosis and long-term outcomes in depressive disorders, offering insights into how AI large language models …

https://fmch.bmj.com/content/12/Suppl_1/e002583

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The therapists using AI to make therapy better

(6 days ago) WEBThe lack of quality mental-health care is not going to be resolved by short-term quick fixes. Addressing that problem will also require reducing stigma, increasing funding, and improving education.

https://www.technologyreview.com/2021/12/06/1041345/ai-nlp-mental-health-better-therapists-psychology-cbt/

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Artificial intelligence in prediction of mental health disorders

(3 days ago) WEBTo summarize, technology based on AI and ML can only be as strong as the data the models are trained on, which is particularly important in mental health diagnostics. Currently, for most classification or prediction tasks emerging from the area of mental health, labels are most likely still not quantified well enough to successfully train an

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7358693/

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Revolutionizing AI Therapy: The Impact on Mental Health Care

(2 days ago) WEBMachine learning models can be used in research and practice to predict the existence and type of mental disorders. Models are trained using participants’ answers to assessment questions and other historical data (Tutun et al., 2023). Based on the benefits and challenges we’ve seen for AI in mental health care, artificially intelligent

https://positivepsychology.com/ai-therapy/

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Assessing prognosis in depression: comparing perspectives of AI …

(1 days ago) WEBBackground: Artificial intelligence (AI) has rapidly permeated various sectors, including healthcare, highlighting its potential to facilitate mental health assessments. This study explores the underexplored domain of AI's role in evaluating prognosis and long-term outcomes in depressive disorders, offering insights into how AI large language models …

https://pubmed.ncbi.nlm.nih.gov/38199604/

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Artificial Intelligence in mental health and the biases of language

(3 days ago) WEBTo create effective digital mental health care we must consider the implication of bias in our historic medical datasets, and also consider the biases of the newer practitioners who are developing the NLP models of AI mental health care. Firstly, as NLP models are based on datasets that have been affected by bias, these datasets …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7745984/

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Deep learning in mental health outcome research: a scoping …

(9 days ago) WEBMental illnesses, such as depression, are highly prevalent and have been shown to impact an individual’s physical health. Recently, artificial intelligence (AI) methods have been introduced to

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

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Will AI Help Address Our Behavioral Health Crisis? AHA

(1 days ago) WEBArtificial intelligence (AI) is assisting some clinicians in the way they diagnose and provide therapy for behavioral health patients. The hope is that AI may be able to help providers improve access for the growing number of patients who need care. The applications, both home-grown in health systems and those from innovative …

https://www.aha.org/aha-center-health-innovation-market-scan/2024-05-14-will-ai-help-address-our-behavioral-health-crisis

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AI Therapy Bots Have Risks and Benefits and More Risks

(8 days ago) WEBIn leaning on a bot to shore up my mental health, I’m joining the 22 percent of American adults who’ve already done the same—a movement rooted in a dire shortage of trained providers and the

https://www.scientificamerican.com/article/ai-therapy-bots-have-risks-and-benefits-and-more-risks/

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AI models can outperform humans in tests to identify mental …

(9 days ago) WEBThe researchers tested two families of large language models, OpenAI’s GPT-3.5 and GPT-4 and three versions of Meta’s Llama, on tasks designed to test the theory of mind in humans, including

https://www.technologyreview.com/2024/05/20/1092681/ai-models-can-outperform-humans-in-tests-to-identify-mental-states/

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Can AI Relate: Testing Large Language Model Response for Mental …

(2 days ago) WEBLarge language models (LLMs) are already being piloted for clinical use in hospital systems like NYU Langone, Dana-Farber and the NHS. A proposed deployment use case is psychotherapy, where a LLM-powered chatbot can treat a patient undergoing a mental health crisis. Deployment of LLMs for mental health response could …

https://arxiv.org/abs/2405.12021

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Emerging Impacts Upon Population Mental Health Due To

(7 days ago) WEBGenerative AI readily tailors responses and interacts with you. This is the bread and butter of generative AI. Initiating a mental health interaction with generative AI involves merely bringing up

https://www.forbes.com/sites/lanceeliot/2024/05/20/emerging-impacts-upon-population-mental-health-due-to-widespread-use-of-generative-ai/

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Videra Health Secures 5.6M for AI-Powered Mental Health …

(4 days ago) WEBVidera Health, a frontrunner in AI-powered mental health assessments raises $5.6M in Seed II funding led by Peterson Ventures, How to Build Hybrid Care Models Around Remote Patient Monitoring.

https://hitconsultant.net/2024/05/21/videra-health-secures-5-6m-for-ai-powered-mental-health-screening-monitoring/

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Emerging Artificial Intelligence–Empowered mHealth: Scoping …

(3 days ago) WEBOf the included articles, 9 studied AI models to detect serious mental health issues, such as depression and suicidal tendencies, and chronic health conditions, such as sleep apnea and diabetes. Several articles discussed the application of AIM models for remote patient monitoring and disease management. The considered primary health …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9227797/

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Systematic review and meta-analysis of AI-based conversational

(Just Now) WEBConversational artificial intelligence (AI), particularly AI-based conversational agents (CAs), is gaining traction in mental health care. Despite their growing usage, there is a scarcity of

https://www.nature.com/articles/s41746-023-00979-5

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Patient Input Can Improve AI Models in Health Care: Innovators

(7 days ago) WEBUbie CEO and Cofounder Kota Kubo emphasizes that Ubie includes several layers of human input during the development of AI models. They employ more than 50 specialists in a clinical review process, and get input from the experts at hospitals and clinics they partner with. Now they are adding patient input as a third layer.

https://www.healthcareittoday.com/2024/05/21/patient-input-can-improve-ai-models-in-health-care-innovators/

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How ChatGPT could accelerate AI chatbots in health care, …

(Just Now) WEBThe latest iteration of OpenAI's ChatGPT, with its sharper real-time voice interactions, may mark a turning point in how people rely on chatbots for health care.. Why it matters: Doctors say the new model's humanlike qualities could make patients more comfortable querying the generative AI chatbot for health care advice. On one hand, …

https://www.axios.com/2024/05/21/chatgpt-health-care-doctors

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OpenAI’s GPT-4o Model Gives ChatGPT a Snappy, Flirty Upgrade

(6 days ago) WEBOpenAI says it will make GPT-4o available to users of the free version of ChatGPT, essentially upgrading all users to its most capable AI model. Google is expected to unveil new AI technologies of

https://www.wired.com/story/openai-gpt-4o-model-gives-chatgpt-a-snappy-flirty-upgrade/

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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 more general XAI (eXplainable AI

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

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Better approaches to workplace mental health: Academic Minute

(6 days ago) WEBBy Doug Lederman. Today on the Academic Minute: Matthew A. Cronin, professor of management at George Mason University, examines how to improve on flawed approaches to workplace mental health. Learn more about the Academic Minute here.

https://www.insidehighered.com/news/quick-takes/2024/05/20/better-approaches-workplace-mental-health-academic-minute

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IBM Makes More AI Models Open Source and Lands Saudi Arabia …

(4 days ago) WEBREUTERS/Dado Ruvic/Illustration/File Photo. By Stephen Nellis. (Reuters) - International Business Machines on Tuesday said that it will release a family of artificial intelligence models as open

https://money.usnews.com/investing/news/articles/2024-05-21/ibm-makes-more-ai-models-open-source-and-lands-saudi-arabia-deal

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