Applying and Evaluating Large Language Models in Mental Health Care: A Scoping Review of Human-Assessed Generative Tasks
Fuente:
arXiv
Saved in:
| Main Authors: | Hua, Yining, Na, Hongbin, Li, Zehan, Liu, Fenglin, Fang, Xiao, Clifton, David, Torous, John |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Large Language Models in Mental Health Care: a Scoping Review
by: Hua, Yining, et al.
Published: (2024)
by: Hua, Yining, et al.
Published: (2024)
A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions
by: Na, Hongbin, et al.
Published: (2025)
by: Na, Hongbin, et al.
Published: (2025)
CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health Question Answering
by: Na, Hongbin
Published: (2024)
by: Na, Hongbin
Published: (2024)
From statistics to deep learning: Using large language models in psychiatric research
by: Yining Hua, et al.
Published: (2025)
by: Yining Hua, et al.
Published: (2025)
Practice and Educational Interventions for Nurses to Reduce Restrictive Measures in Pediatric Mental Health: A Scoping Review
by: Katy Fisher‐Cunningham, et al.
Published: (2026)
by: Katy Fisher‐Cunningham, et al.
Published: (2026)
Detecting Conversational Mental Manipulation with Intent-Aware Prompting
by: Ma, Jiayuan, et al.
Published: (2024)
by: Ma, Jiayuan, et al.
Published: (2024)
Extended Reality for Mental Health Evaluation -A Scoping Review
by: Olatunji, Omisore, et al.
Published: (2022)
by: Olatunji, Omisore, et al.
Published: (2022)
Design and Report Benchmarks for Knowledge Work
by: Hua, Yining, et al.
Published: (2026)
by: Hua, Yining, et al.
Published: (2026)
Mental Health Services for Serious Mental Illness: Scoping Review of Randomised Controlled Trials
by: Pablo Roson Rodriguez, et al.
Published: (2025)
by: Pablo Roson Rodriguez, et al.
Published: (2025)
Exploring the Stepped Care Model in Delivering Primary Mental Health Services—A Scoping Review
by: Shingai Mareya, et al.
Published: (2024)
by: Shingai Mareya, et al.
Published: (2024)
Charting the evolution of artificial intelligence mental health chatbots from rule‐based systems to large language models: a systematic review
by: Yining Hua, et al.
Published: (2025)
by: Yining Hua, et al.
Published: (2025)
Transitioning Into Mental Health Nursing: A Scoping Review
by: Kim Foster, et al.
Published: (2025)
by: Kim Foster, et al.
Published: (2025)
Physical Exercise and Mental Health in Adolescents: Scoping Review
by: Nathali Carvajal Tello
Published: (2025)
by: Nathali Carvajal Tello
Published: (2025)
Clinical Models of Care for Adults With Intellectual Disabilities in Forensic Mental Health Services: A Scoping Review
by: Alina Haines‐Delmont, et al.
Published: (2025)
by: Alina Haines‐Delmont, et al.
Published: (2025)
ZeroNLG: Aligning and Autoencoding Domains for Zero-Shot Multimodal and Multilingual Natural Language Generation
by: Yang, Bang, et al.
Published: (2023)
by: Yang, Bang, et al.
Published: (2023)
Rethinking Mental Healthcare Disparities: The Role of Social Drivers Beyond Poverty
by: Alexandra Balshi, et al.
Published: (2025)
by: Alexandra Balshi, et al.
Published: (2025)
Nature‐Based Physical Activity to Enhance Mental Health and Wellbeing: A Scoping Review to Identify Recommendations for Applied Practice
by: Paul Sellars, et al.
Published: (2026)
by: Paul Sellars, et al.
Published: (2026)
Optimising Scopes of Practice and Team‐Based Collaborative Care Through Task‐Shifting and Task‐Sharing in Mental Health—A Collaborative Patient Care (CPC) Initiative
by: Jessica Lok, et al.
Published: (2025)
by: Jessica Lok, et al.
Published: (2025)
Large Language Models Applied to Health Care Tasks May Improve Clinical Efficiency, Value of Care Rendered, Research, and Medical Education
by: Kyle N. Kunze, et al.
Published: (2024)
by: Kyle N. Kunze, et al.
Published: (2024)
You Never Know a Person, You Only Know Their Defenses: Detecting Levels of Psychological Defense Mechanisms in Supportive Conversations
by: Na, Hongbin, et al.
Published: (2025)
by: Na, Hongbin, et al.
Published: (2025)
Methods Applied to Assess Real‐World Effectiveness of Drugs: A Scoping Review
by: Benedikte Irene von Osmanski, et al.
Published: (2026)
by: Benedikte Irene von Osmanski, et al.
Published: (2026)
Large Language Models in the Clinic: A Comprehensive Benchmark
by: Liu, Fenglin, et al.
Published: (2024)
by: Liu, Fenglin, et al.
Published: (2024)
Clinical-R1: Empowering Large Language Models for Faithful and Comprehensive Reasoning with Clinical Objective Relative Policy Optimization
by: Gu, Boyang, et al.
Published: (2025)
by: Gu, Boyang, et al.
Published: (2025)
Parents' Experiences of Accessing Mental Health Services for Their Adolescents With Mental Health Challenges: A Scoping Review
by: Seána Nic Dhonnacha, et al.
Published: (2024)
by: Seána Nic Dhonnacha, et al.
Published: (2024)
PsyEval: A Suite of Mental Health Related Tasks for Evaluating Large Language Models
by: Jin, Haoan, et al.
Published: (2023)
by: Jin, Haoan, et al.
Published: (2023)
A Survey of Large Language Models in Medicine: Progress, Application, and Challenge
by: Zhou, Hongjian, et al.
Published: (2023)
by: Zhou, Hongjian, et al.
Published: (2023)
Evaluation of General Large Language Models in Contextually Assessing Semantic Concepts Extracted from Adult Critical Care Electronic Health Record Notes
by: Liu, Darren, et al.
Published: (2024)
by: Liu, Darren, et al.
Published: (2024)
Language Shapes Mental Health Evaluations in Large Language Models
by: Xu, Jiayi, et al.
Published: (2026)
by: Xu, Jiayi, et al.
Published: (2026)
Assessing the Landscape of Quality Care Nursing Metrics in General Practice Settings: A Scoping Review
by: Orla Loftus Moran, et al.
Published: (2025)
by: Orla Loftus Moran, et al.
Published: (2025)
Strengthening the Core of Care: Exploring the Impact of Integrated Resilience Programs on Building Mental Health of Nurses—A Scoping Review
by: Anusha Pradhan, et al.
Published: (2026)
by: Anusha Pradhan, et al.
Published: (2026)
Oral Health in Individuals with Severe Mental Illness on Second‐Generation Antipsychotics—A Scoping Review
by: Dileep Sharma, et al.
Published: (2025)
by: Dileep Sharma, et al.
Published: (2025)
Scoping Review: Mental Health XR Games at ISMAR, IEEEVR, & TVCG
by: Nelson, Cassidy R.
Published: (2026)
by: Nelson, Cassidy R.
Published: (2026)
Mental Health and Climate Change Policy in Australia: A Scoping Review
by: Suhailah Ali, et al.
Published: (2026)
by: Suhailah Ali, et al.
Published: (2026)
A Scoping Review of Trauma, Mental Health and First Responders in Australia
by: Rikki Jones, et al.
Published: (2024)
by: Rikki Jones, et al.
Published: (2024)
An AI-Based Behavioral Health Safety Filter and Dataset for Identifying Mental Health Crises in Text-Based Conversations
by: Nelson, Benjamin W., et al.
Published: (2025)
by: Nelson, Benjamin W., et al.
Published: (2025)
Large Language Model for Mental Health: A Systematic Review
by: Guo, Zhijun, et al.
Published: (2024)
by: Guo, Zhijun, et al.
Published: (2024)
Frameworks to Evaluate the Quality of Public Involvement in Health and Social Care Research: A Scoping Review
by: Rose Hutton, et al.
Published: (2026)
by: Rose Hutton, et al.
Published: (2026)
Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency
by: Liu, Yiran, et al.
Published: (2024)
by: Liu, Yiran, et al.
Published: (2024)
Mapping Behavioral Research in Post‐Treatment Cancer Care in Sub‐Saharan Africa: A Scoping Review
by: Motolani E. Ogunsanya, et al.
Published: (2025)
by: Motolani E. Ogunsanya, et al.
Published: (2025)
Bespoke Large Language Models for Digital Triage Assistance in Mental Health Care
by: Taylor, Niall, et al.
Published: (2024)
by: Taylor, Niall, et al.
Published: (2024)
Similar Items
-
Large Language Models in Mental Health Care: a Scoping Review
by: Hua, Yining, et al.
Published: (2024) -
A Survey of Large Language Models in Psychotherapy: Current Landscape and Future Directions
by: Na, Hongbin, et al.
Published: (2025) -
CBT-LLM: A Chinese Large Language Model for Cognitive Behavioral Therapy-based Mental Health Question Answering
by: Na, Hongbin
Published: (2024) -
From statistics to deep learning: Using large language models in psychiatric research
by: Yining Hua, et al.
Published: (2025) -
Practice and Educational Interventions for Nurses to Reduce Restrictive Measures in Pediatric Mental Health: A Scoping Review
by: Katy Fisher‐Cunningham, et al.
Published: (2026)