Version 1
: Received: 1 September 2024 / Approved: 2 September 2024 / Online: 3 September 2024 (11:37:59 CEST)
How to cite:
Yoon, S. AI-Based Digital Therapeutics for Adolescent Mental Health Management and Disaster Response. Preprints2024, 2024090139. https://doi.org/10.20944/preprints202409.0139.v1
Yoon, S. AI-Based Digital Therapeutics for Adolescent Mental Health Management and Disaster Response. Preprints 2024, 2024090139. https://doi.org/10.20944/preprints202409.0139.v1
Yoon, S. AI-Based Digital Therapeutics for Adolescent Mental Health Management and Disaster Response. Preprints2024, 2024090139. https://doi.org/10.20944/preprints202409.0139.v1
APA Style
Yoon, S. (2024). AI-Based Digital Therapeutics for Adolescent Mental Health Management and Disaster Response. Preprints. https://doi.org/10.20944/preprints202409.0139.v1
Chicago/Turabian Style
Yoon, S. 2024 "AI-Based Digital Therapeutics for Adolescent Mental Health Management and Disaster Response" Preprints. https://doi.org/10.20944/preprints202409.0139.v1
Abstract
This study focuses on the development and evaluation of an AI-based digital therapeutic prototype for adolescent mental health management and disaster response. The system integrates real-time monitoring, AI-driven conversation analysis, personalized psychological treatment programs, and multimodal data analysis. An algorithm was developed to detect gaslighting and verbal abuse using a BERT-based classification model, achieving 85% accuracy in gaslighting detection and 87% ac-curacy in verbal abuse detection. Additionally, a disaster psychological recovery support module was included, which demonstrated a 30% improvement in users' stress reduction rates in simulated disaster scenarios. The results of this study suggest that such digital therapeutic approaches can significantly contribute to early intervention in adolescent mental health issues and provide effec-tive support during disasters. The developed prototype demonstrates the potential of AI and digital technology to innovate mental health management and disaster response strategies.
Keywords
digital therapeutics; adolescent mental health; AI-based intervention; disaster response; multi-modal data analysis
Subject
Computer Science and Mathematics, Information Systems
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
