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The ubiquitous nature of mobile health (mHealth) technology has expanded opportunities for the integration of reinforcement learning into traditional clinical trial designs, allowing researchers to learn individualized treatment policies…

The use and development of mobile interventions are experiencing rapid growth. In "just-in-time" mobile interventions, treatments are provided via a mobile device and they are intended to help an individual make healthy decisions "in the…

Methodology · Statistics 2020-07-23 Peng Liao , Predrag Klasnja , Ambuj Tewari , Susan A. Murphy

The growing capabilities of large language models (LLMs) in instruction-following and context-understanding lead to the era of agents with numerous applications. Among these, task planning agents have become especially prominent in…

Mobile health apps are revolutionizing the healthcare ecosystem by improving communication, efficiency, and quality of service. In low- and middle-income countries, they also play a unique role as a source of information about health…

Machine Learning · Statistics 2025-01-27 Babaniyi Yusuf Olaniyi , Ana Fernández del Río , África Periáñez , Lauren Bellhouse

The attention for personalized mental health care is thriving. Research data specific to the individual, such as time series sensor data or data from intensive longitudinal studies, is relevant from a research perspective, as analyses on…

Computers and Society · Computer Science 2017-06-29 F. J. Blaauw , L. van der Krieke , A. C. Emerencia , M. Aiello , P. de Jonge

Pragmatic trials increasingly define outcomes using real-world data such as electronic health records, where assessments are collected during routine care rather than at fixed timepoints. Consequently, these uncontrolled assessments may be…

Activity and motion analysis has the potential to be used as a diagnostic tool for mental disorders. However, to-date, little work has been performed in turning stratification measures of activity into useful symptom markers. The research…

Medical Physics · Physics 2019-08-19 Maxim Osipov

In spite of all advances promoted by information technologies, there are still activities where this technology is not applied for reasons such as being carried out in non-profit organizations or because they have not adapted to this…

Human-Computer Interaction · Computer Science 2025-07-31 Javier Jimenez-Honrado , Javier Gomez Garcia , Felipe Costa-Tebar , Felix A. Marco , Jose A. Gallud , Gabriel Sebastian Rivera

Promoting healthy lifestyle behaviors remains a major public health concern, particularly due to their crucial role in preventing chronic conditions such as cancer, heart disease, and type 2 diabetes. Mobile health applications present a…

Machine Learning · Computer Science 2024-05-24 Aishwarya Mandyam , Matthew Jörke , William Denton , Barbara E. Engelhardt , Emma Brunskill

Mobile Sensing Apps have been widely used as a practical approach to collect behavioral and health-related information from individuals and provide timely intervention to promote health and well-beings, such as mental health and chronic…

Machine Learning · Computer Science 2022-05-17 Zhiyuan Wang , Haoyi Xiong , Jie Zhang , Sijia Yang , Mehdi Boukhechba , Laura E. Barnes , Daqing Zhang , Dejing Dou

Campus well-being underpins academic success, yet many universities lack effective methods for monitoring satisfaction and detecting mental health risks. This dissertation addresses these gaps through prevention (improving feedback…

Artificial Intelligence · Computer Science 2026-05-12 Jinwen Tang

In this paper the research draws upon reminiscence therapy, which is used in treating dementia, as an applied theory to promote well being in people who experience low moods. The application proposed here aims to promote wellbeing for…

Computers and Society · Computer Science 2013-02-22 Alice Good , Clare Wilson , Claire Ancient , Arunasalam Sambhanthan

Today's large-scale algorithmic and automated deployment of decision-making systems threatens to exclude marginalized communities. Thus, the emergent danger comes from the effectiveness and the propensity of such systems to replicate,…

Computers and Society · Computer Science 2022-09-13 Kristine Gloria , Nidhi Rastogi , Stevie DeGroff

The delivery of mental health interventions via ubiquitous devices has shown much promise. A conversational chatbot is a promising oracle for delivering appropriate just-in-time interventions. However, designing emotionally-aware agents,…

Human-Computer Interaction · Computer Science 2019-07-24 Asma Ghandeharioun , Daniel McDuff , Mary Czerwinski , Kael Rowan

Smartphones, equipped with an array of sensors, have become valuable tools for personal sensing. Particularly in digital health, smartphones facilitate the tracking of health-related behaviors and contexts, contributing significantly to…

Human-Computer Interaction · Computer Science 2024-11-08 Tianyi Zhang , Miu Kojima , Simon D'Alfonso

More than one million people commit suicide every year worldwide. The costs of daily cares, social stigma and treatment issues are still hard barriers to overcome in mental health. Most symptoms of mental disorders are related to the…

Using Social Agents as health-care assistants or trainers is one focus area of IVA research. While their use as physical health-care agents is well established, their employment in the field of psychotherapeutic care comes with daunting…

Human-Computer Interaction · Computer Science 2020-12-16 Patrick Gebhard , Tanja Schneeberger , Michael Dietz , Elisabeth André , Nida ul Habib Bajwa

This research paper presents a meta-analysis of the multifaceted role of technology in mental health. The pervasive influence of technology on daily lives necessitates a deep understanding of its impact on mental health services. This study…

Human-Computer Interaction · Computer Science 2023-07-28 Hamza Mohammed

Our routines play an important role in a wide range of social challenges such as climate change, disease outbreaks and coordinating staff and patients in a hospital. To use agent-based simulations (ABS) to understand the role of routines in…

Multiagent Systems · Computer Science 2020-12-23 Rijk Mercuur , Virginia Dignum , Catholijn M. Jonker

The sleep diary is a widely used clinical tool for understanding and treating sleep disorders in Behavioral Sleep Medicine (BSM); however, low patient compliance and limited capture of contextual information constrain its effectiveness and…

Human-Computer Interaction · Computer Science 2026-02-03 Amama Mahmood , Bokyung Kim , Honghao Zhao , Molly E. Atwood , Luis F. Buenaver , Michael T. Smith , Chien-Ming Huang