Mental Health Llm Models

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Large language models could change the future of behavioral heal…

(5 days ago) People also askDo LLMs perform well on mental health tasks?Both small-scale and large-scale LLMs show promising performance on mental health tasks. FLAN-T5 and GPT-4’s performance is approaching task-specific NLP models. The prompt design enhancement strategies are generally efective for dialogue-focused models, but not for task-solving-focused models.Mental-LLM: Leveraging Large Language Models for Mental Health arxiv.orgHow to improve LLMs for mental health prediction tasks?With enough computing resources, instruction finetune models on various mental health datasets. When there are enough computing resources and model training/finetuning is possible, there are more options to enhance LLMs for mental health prediction tasks.Mental-LLM: Leveraging Large Language Models for Mental Health arxiv.orgWhat is an LLM model?LLMs can be analogized to sophisticated, pre-built statistical models but are massive in their scales and can offer much more in terms of versatility and depth.Large Language Models in Mental Health Care: a Scoping arxiv.orgCan LLMs predict mental health disorders using natural language?Researchers have shown preliminary results that LLMs have the initial capability of predicting mental health disorders using natural language, with promising but still limited performance compared to state-of-the-art domain-specific NLP models [67, 132].Mental-LLM: Leveraging Large Language Models for Mental Health arxiv.orgFeedbackNaturehttps://www.nature.com/articles/s44184-024-00056-zLarge language models could change the future of behavioral …WEBPrevious research has suggested that this may be happening with non-LLM digital mental health interventions. Smith, S. L. & Patel, V. Innovative models in mental health delivery systems: Task

https://www.nature.com/articles/s44184-024-00056-z#:~:text=Large%20language%20models%20could%20change%20the%20future%20of,for%20responsible%20development%20and%20evaluation%20of%20clinical%20LLMs

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Mental-LLM: Leveraging Large Language Models for Mental …

(2 days ago) WEBWe also conduct an exploratory case study on LLMs' capability on mental health reasoning tasks, illustrating the promising capability of certain models such as GPT-4. We …

https://dl.acm.org/doi/abs/10.1145/3643540

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Large Language Models in Mental Health Care: a Scoping …

(2 days ago) WEBLarge Language Models in Mental Health Care: a Scoping Review Yining Hua, MSc1,*, Fenglin Liu, MSc2, Kailai Yang, BEng3, Zehan Li, MSc4, Yi-han This study aims to …

https://arxiv.org/pdf/2401.02984

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Mental-LLM: Leveraging Large Language Models for Mental …

(2 days ago) WEBOur best-finetuned models, Mental-Alpaca and Mental-FLAN-T5, outperform the best prompt design of GPT-3.5 (25 and 15 times bigger) by 10.9% on balanced accuracy and …

https://arxiv.org/pdf/2307.14385

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GitHub - neuhai/Mental-LLM: The repo for paper "Mental-LLM: …

(6 days ago) WEBThis is the repository for the paper Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data, an updated version of this paper is …

https://github.com/neuhai/Mental-LLM

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Mental-LLM: Leveraging Large Language Models for Mental …

(3 days ago) WEBOur best-finetuned models, Mental-Alpaca and Mental-FLAN-T5, outperform the best prompt design of GPT-3.5 (25 and 15 times bigger) by 10.9\% on balanced accuracy …

https://dspace.mit.edu/handle/1721.1/154068?show=full

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Mental-LLM: Leveraging Large Language Models for Mental …

(6 days ago) WEBOur best-finetuned models, Mental-Alpaca and Mental-FLAN-T5, outperform the best prompt design of GPT-3.5 (25 and 15 times bigger) by 10.9% on balanced …

https://paperswithcode.com/paper/leveraging-large-language-models-for-mental

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Mental-LLM: Leveraging Large Language Models for Mental …

(6 days ago) WEBA comprehensive evaluation of multiple LLMs on various mental health prediction tasks via online text data, including Alpaca, Alpaca-LoRA, FLAN-T5, GPT-3.5, …

https://www.semanticscholar.org/paper/Mental-LLM%3A-Leveraging-Large-Language-Models-for-Xu-Yao/7bc9607c5cf3fc817675d46844f529097d579514

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Mental-LLM: Leveraging Large Language Models for Mental …

(4 days ago) WEBSince natural language is a major component of mental health assessment and treatment (Sharma and De Choudhury, 2018; Gkotsis et al., 2016), LLMs could be a powerful tool …

https://ar5iv.labs.arxiv.org/html/2307.14385

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Towards Interpretable Mental Health Analysis with Large …

(8 days ago) WEBture for a new LLM-based paradigm in mental health analysis, several issues remain unresolved. Firstly, mental health condition detection is a safe-critical task requiring …

https://aclanthology.org/2023.emnlp-main.370.pdf

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Large Language Models in Mental Health Care: a Scoping Review

(5 days ago) WEBLLMs show promising potential in advancing mental health care, with applications in diagnostics, and patient support, and Continued advancements depend …

https://www.semanticscholar.org/paper/Large-Language-Models-in-Mental-Health-Care%3A-a-Hua-Liu/1b516059eee07c1f7dae4008d7109e0f6bff64bb

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Physiology-Driven Empathic Large Language Models (EmLLMs) for …

(6 days ago) WEBWearable devices show promise in monitoring and managing mental health, but gaps exist in accurately predicting users’ mental states and cognitively engaging …

https://dl.acm.org/doi/10.1145/3613905.3651132

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SteveKGYang/MentalLLaMA - GitHub

(2 days ago) WEB📢 Mar. 2, 2024 Full release of the test data for the IMHI benchmark.. 📢 Feb. 1, 2024 Our MentaLLaMA paper: "MentaLLaMA: Interpretable Mental Health Analysis on Social …

https://github.com/SteveKGYang/MentalLLaMA

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Predictive Analytics in Mental Health Leveraging LLM Embeddings …

(3 days ago) WEBThe prevalence of stress-related disorders has increased significantly in recent years, necessitating scalable methods to identify affected individuals. This paper proposes a …

https://dl.acm.org/doi/10.4018/IJWSR.338222

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Mental-LLM: Leveraging Large Language Models for Mental …

(Just Now) WEBMental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data. Published on Jul 26, 2023. Our best-finetuned …

https://huggingface.co/papers/2307.14385

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Hypomania: The Default Mode of Large Language Models

(5 days ago) WEBLLMs exhibit cognitive processes similar to human hypomania, with increased creativity and productivity. Hypomanic-like behaviors in LLMs pose risks such as …

https://www.psychologytoday.com/us/blog/the-digital-self/202405/hypomania-the-default-mode-of-large-language-models

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Large Language Models in Healthcare: Are We There Yet?

(9 days ago) WEBW ith all the ongoing research and development of large language models, it might seem a foregone conclusion that health systems should – by now – be reaping …

https://hai.stanford.edu/news/large-language-models-healthcare-are-we-there-yet

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Large language models in medicine - PubMed

(1 days ago) WEBLarge language models (LLMs) can respond to free-text queries without being specifically trained in the task in question, causing excitement and concern about their use in …

https://pubmed.ncbi.nlm.nih.gov/37460753/

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Large Language Models Show Promise for Streamlining Physician …

(6 days ago) WEBPromising Results, But Caution Needed. The study found that: Doctors perceived AI assistance as efficient. Over 80% of AI-generated responses were deemed …

https://hitconsultant.net/2024/05/03/large-language-models-show-promise-for-streamlining-physician-workflows-but-safety-concerns-remain/

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Predicting suicidality with small sets of interpretable reward

(Just Now) WEBThe prediction of suicidal thought and behavior has met with mixed results. This study of 3,476 de-identified participants (4,019 before data exclusion) quantified the …

https://www.nature.com/articles/s44220-024-00229-x

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[2307.11991] Psy-LLM: Scaling up Global Mental Health …

(2 days ago) WEBThe demand for psychological counselling has grown significantly in recent years, particularly with the global outbreak of COVID-19, which has heightened the need …

https://arxiv.org/abs/2307.11991

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The Four S Model in action for de-escalation. An innovative state

(1 days ago) WEBAs shown by the flowsheet, the model allows for integration of mental health and mental illness. It spans the scope of nursing practice at all levels, from para-professional to …

https://pubmed.ncbi.nlm.nih.gov/12557817/

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AI can tell if a patient battling cancer needs mental health support

(5 days ago) WEBCredit: Communications Medicine (2024). DOI: 10.1038/s43856-024-00495-x. Researchers at UBC and BC Cancer have developed a new artificial intelligence (AI) …

https://medicalxpress.com/news/2024-05-ai-patient-cancer-mental-health.html

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Therapy on Your Terms Ellie Mental Health, PLLP

(Just Now) WEBIf you or someone you know is experiencing a mental health crisis, please call or text 988 at any time to be connected to a trained crisis counselor. If you’re looking to find an …

https://elliementalhealth.com/

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Counseling for Peace of Mind

(7 days ago) WEBMy name is Michelle Solino, LPC, and I’m a licensed professional counselor located in Madison, NJ, working with children, adolescents, and adults throughout Morris County. …

https://counselingforpeaceofmind.com/

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Let’s integrate primary care and mental health care

(Just Now) WEBThe collaborative care model has potential for better care with lower costs. By The Editorial Board Updated May 12, 2024, 4:00 a.m. Behavioral health care and …

https://www.bostonglobe.com/2024/05/12/opinion/collaborative-care-mental-health/

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Rethinking Large Language Models in Mental Health Applications

(5 days ago) WEBHowever, it is essential to acknowledge and address the current challenges and concerns associated with its use. This paper discusses the problems associated …

https://arxiv.org/html/2311.11267v2

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Mounting Evidence that use of the Mental Health - GlobeNewswire

(Just Now) WEBHealthcare cost savings of 13% achieved under Collaborative Care Model versus treatment as usual. May 09, 2024 07:48 ET Source: The Bowman Family …

https://www.globenewswire.com/news-release/2024/05/09/2878676/0/en/Mounting-Evidence-that-use-of-the-Mental-Health-Collaborative-Care-Model-is-Associated-with-Reductions-in-Total-Healthcare-Costs.html

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Depression Freeway Psychiatry

(4 days ago) WEBDepression occurs as a result of noisy communication between neurons that regulate mood and emotion. Understanding the neuroscience behind depression is essential, as there …

https://www.freewaypsychiatry.com/

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Stormy Daniels Takes the Stand - The New York Times

(9 days ago) WEBOn today’s episode. Jonah E. Bromwich, who covers criminal justice in New York for The New York Times. Stormy Daniels leaving court on Thursday, after a …

https://www.nytimes.com/2024/05/10/podcasts/the-daily/stormy-daniels-trump.html

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