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User engagement is crucial for the efficacy of digital health and mental health interventions, yet existing design strategies for improving engagement remain heterogeneous, context-specific, and insufficiently grounded in motivational…

Human-Computer Interaction · Computer Science 2026-05-19 Zheyuan Zhang , Rafael A. Calvo

As mobile technologies become ever more sensor-rich, portable, and ubiquitous, data captured by smart devices are lending rich insights into users' daily lives with unprecedented comprehensiveness, unobtrusiveness, and ecological validity.…

Students' mental well-being is vital for academic success, with activities such as studying, socializing, and sleeping playing a role. Current mobile sensing data highlight this intricate link using statistical and machine learning…

Human-Computer Interaction · Computer Science 2025-08-11 Wayupuk Sommuang , Kun Kerdthaisong , Pasin Buakhaw , Aslan B. Wong , Nutchanon Yongsatianchot

Scalable assessments of mental illness remain a critical roadblock toward accessible and equitable care. Here, we show that everyday human-computer interactions encode mental health with biomarker accuracy. We introduce MAILA, a…

Neurons and Cognition · Quantitative Biology 2026-05-07 Veith Weilnhammer , Jefferson Ortega , David Whitney

Effective communication and strong therapeutic relationships are critical to successful mental health interventions. For example, in 1957 Carl Rogers, a pioneer of person-centred therapy, proposed that an empowering relationship could, in…

Human-Computer Interaction · Computer Science 2013-07-12 David Coyle , Gavin Doherty

Background Despite the benefits offered by an abundance of health applications promoted on app marketplaces (e.g., Google Play Store), the wide adoption of mobile health and e-health apps is yet to come. Objective This study aims to…

Human-Computer Interaction · Computer Science 2024-02-19 Gokhan Aydin , Gokhan Silahtaroglu

Implementing Information and Communication Technology (ICT) solutions can alleviate pressing problems in society and are a central component of sustainable development. Often, healthcare addresses the symptoms without approaching the…

Computers and Society · Computer Science 2021-08-24 Martina A. Clarke , Sajda Qureshi , Timi Barone , John R. Windle

To optimize mobile health interventions and advance domain knowledge on intervention design, it is critical to understand how the intervention effect varies over time and with contextual information. This study aims to assess how a push…

Applications · Statistics 2024-10-22 Jiaxin Yu , Tianchen Qian

Within the healthcare environment, mobile health (mHealth) applications (apps) are more and more important. The number of new mHealth apps has risen steadily in the last years. Especially the Covid-19 pandemic has led to an enormous amount…

Immersive stories for health are 360-degree videos that intend to alter viewer perceptions about behaviors detrimental to health. They have potential to inform public health at scale, however, immersive story design is still in early stages…

Human-Computer Interaction · Computer Science 2021-06-29 Douglas Zytko , Zexin Ma , Jacob Gleason , Nathaniel Lundquist , Medina Taylor

There is a growing interest in leveraging the prevalence of mobile technology to improve health by delivering momentary, contextualized interventions to individuals' smartphones. A just-in-time adaptive intervention (JITAI) adjusts to an…

Other Statistics · Statistics 2018-12-31 Nicholas J. Seewald , Shawna N. Smith , Andy Jinseok Lee , Predrag Klasnja , Susan A. Murphy

In robot-assisted therapy for individuals with Autism Spectrum Disorder, the workload of therapists during a therapeutic session is increased if they have to control the robot manually. To allow therapists to focus on the interaction with…

Robotics · Computer Science 2022-07-26 Michał Stolarz , Alex Mitrevski , Mohammad Wasil , Paul G. Plöger

Speech sound disorder is among the most common communication challenges in preschool children. Home-based practice is essential for effective therapy and for acquiring generalization of target sounds, yet sustaining engaging and consistent…

Human-Computer Interaction · Computer Science 2025-10-29 Sumin Hong , Xavier Briggs , Qingxiao Zheng , Yao Du , Jinjun Xiong , Toby Jia-jun Li

Mental health conditions remain under-diagnosed even in countries with common access to advanced medical care. The ability to accurately and efficiently predict mood from easily collectible data has several important implications towards…

Purpose: With the rise of mental health risks globally, it is urgent to provide effective mental health support. However, a holistic understanding of how people seek help for mental health problems remains limited, impeding the development…

Human-Computer Interaction · Computer Science 2025-06-13 Jiaying "Lizzy" Liu , Yongjie Sha , Yan Zhang

Graphical user interface (GUI) agents powered by vision language models (VLMs) are rapidly moving from passive assistance to autonomous operation. However, this unrestricted action space exposes users to severe and irreversible financial,…

Machine Learning · Computer Science 2026-04-13 Yushi Feng , Junye Du , Qifan Wang , Zizhan Ma , Qian Niu , Yutaka Matsuo , Long Feng , Lequan Yu

Advances in mobile computing have paved the way for the development of several health applications using smartphone as a platform for data acquisition, analysis and presentation. Such areas where mhealth systems have been extensively…

Computers and Society · Computer Science 2021-12-22 Chinazunwa Uwaoma , Gunjan Mansingh

Mental health problems are on the rise globally and strain national health systems worldwide. Mental disorders are closely associated with fear of stigma, structural barriers such as financial burden, and lack of available services and…

Computers and Society · Computer Science 2020-07-27 Kieran Woodward , Eiman Kanjo , David Brown , T. M. McGinnity , Becky Inkster , Donald J Macintyre , Athanasios Tsanas

Users of shared control systems change their behavior in the presence of assistance, which conflicts with assumpts about user behavior that some assistance methods make. In this paper, we propose an analysis technique to evaluate the user's…

Robotics · Computer Science 2024-08-23 Reuben M. Aronson , Elaine Schaertl Short

Robot-Assisted Therapy (RAT) has successfully been used in Human Robot Interaction (HRI) research by including social robots in health-care interventions by virtue of their ability to engage human users in both social and emotional…

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