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Understanding Public Agencies' Expectations and Realities of AI-Driven Chatbots for Public Health Monitoring

Advances in artificial intelligence (AI) offer the potential for chatbots to support public health monitoring by automating tasks traditionally performed by frontline workers. While introducing AI impacts public agency workers across decision-making, administration, and monitoring roles, the perceptions of workers reg…

Eunkyung Jo et al.University of California, Irvine

Exploring Patient-Generated Annotations to Digital Clinical Symptom Measures for Patient-Centered Communication

Patients' self-reports are crucial for effective care management of clinical conditions involving subjective symptoms that impact individuals' daily lives. While patients often value the ability to bring in different forms of self-report data to convey their lived experiences, they often face challenges in making thei…

Eunkyung Jo et al.University of California, Irvine

Session 4b: Patient-Centered Care and Youth Empowerment

Understanding the Impact of Long-Term Memory on Self-Disclosure with Large Language Model-Driven Chatbots for Public Health Intervention

Recent large language models (LLMs) offer the potential to support public health monitoring by facilitating health disclosure through open-ended conversations but rarely preserve the knowledge gained about individuals across repeated interactions. Augmenting LLMs with long-term memory (LTM) presents an opportunity to…

Eunkyung Jo et al.University of California, Irvine

Understanding the Benefits and Challenges of Deploying Conversational AI Leveraging Large Language Models for Public Health Intervention

Recent large language models (LLMs) have advanced the quality of open-ended conversations with chatbots. Although LLM-driven chatbots have the potential to support public health interventions by monitoring populations at scale through empathetic interactions, their use in real-world settings is underexplored. We thus…

Eunkyung Jo et al.University of California, Irvine

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Understanding Cultural Influence on Perspectives Around Contact Tracing Strategies

Contact tracing, a major way to curb COVID-19, has been employed worldwide, with human interviewing and proximity tracing technology as two major approaches. While previous research has contributed some understanding of people's perspectives on contact tracing technology, much of this is based in single countries or r…

Xi Lu et al.Indiana University

Data and Privacy; Data and Privacy

GeniAuti: Toward Data-Driven Interventions to Challenging Behaviors of Autistic Children through Caregivers’ Tracking

Challenging behaviors significantly impact learning and socialization of autistic children and can stress and burden their caregivers. Documentation of challenging behaviors is fundamental for identifying what environmental factors influence them, such as how others respond to a child's such behaviors. Caregiver-track…

Eunkyung Jo et al.University of California, Irvine

Caregiving & Caregiver Support; Caregiving & Caregiver Support

Designing Flexible Longitudinal Regimens: Supporting Clinician Planning for Discontinuation of Psychiatric Drugs

Clinical decision support tools have typically focused on one-time support for diagnosis or prognosis, but have the ability to support providers in longitudinal planning of patient care regimens amidst infrastructural challenges. We explore an opportunity for technology support for discontinuing antidepressants, where…

Eunkyung Jo et al.University of California, Irvine

Comparing Perspectives around Human and Technology Support for Contact Tracing

Various contact tracing approaches have been applied to help contain the spread of COVID-19, with technology-based tracing and human tracing among the most widely adopted. However, governments and communities worldwide vary in their adoption of digital contact tracing, with many instead choosing the human approach. We…

Xi Lu et al.Indiana University

MAMAS: Supporting Parent--Child Mealtime Interactions Using Automated Tracking and Speech Recognition

Many parents of young children find it challenging to deal with their children's eating problems, and parent--child mealtime interaction is fundamental in forming children's healthy eating habits. In this paper, we present the results of a three-week study through which we deployed a mealtime assistant application, MA…

Eunkyung Jo et al.University of California, Irvine

Family, Children, and Youth

Understanding Parenting Stress through Co-designed Self-Trackers

New parents often experience significant stress as they take on new roles and responsibilities. Stress management and mental wellbeing are two areas in which personal informatics (PI) research has gained attention, and there is an opportunity to investigate how parenting stress can be mitigated through PI practices. I…

Eunkyung Jo et al.University of California, Irvine

The Social Infrastructure of Co-spaces: Home, Work, and Sociable Places for Digital Nomads

The rise of co-working and co-living spaces, as well as related shared spaces such as makerspaces and hackerspaces -a group we refer to as various types of "co-spaces"- has helped facilitate a parallel expansion of the "digital nomad (DN)" lifestyle. Digital nomads, colloquially, are those individuals that leverage di…

Ahreum Lee et al.Purdue University

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Paper Title	Authors	Research Topics
Understanding Public Agencies' Expectations and Realities of AI-Driven Chatbots for Public Health Monitoring Advances in artificial intelligence (AI) offer the potential for chatbots to support public health monitoring by automating tasks traditionally performed by frontline workers. While introducing AI impacts public agency workers across decision-making, administration, and monitoring roles, the perceptions of workers reg…	EJ Eunkyung Jo et al.University of California, Irvine
Exploring Patient-Generated Annotations to Digital Clinical Symptom Measures for Patient-Centered Communication Patients' self-reports are crucial for effective care management of clinical conditions involving subjective symptoms that impact individuals' daily lives. While patients often value the ability to bring in different forms of self-report data to convey their lived experiences, they often face challenges in making thei…	EJ Eunkyung Jo et al.University of California, Irvine	Session 4b: Patient-Centered Care and Youth Empowerment
Understanding the Impact of Long-Term Memory on Self-Disclosure with Large Language Model-Driven Chatbots for Public Health Intervention Recent large language models (LLMs) offer the potential to support public health monitoring by facilitating health disclosure through open-ended conversations but rarely preserve the knowledge gained about individuals across repeated interactions. Augmenting LLMs with long-term memory (LTM) presents an opportunity to…	EJ Eunkyung Jo et al.University of California, Irvine
emoji_events Understanding the Benefits and Challenges of Deploying Conversational AI Leveraging Large Language Models for Public Health Intervention Recent large language models (LLMs) have advanced the quality of open-ended conversations with chatbots. Although LLM-driven chatbots have the potential to support public health interventions by monitoring populations at scale through empathetic interactions, their use in real-world settings is underexplored. We thus…	EJ Eunkyung Jo et al.University of California, Irvine
AdRecommended Learn AI Coding at CodeNow Structured lessons, hands-on projects, and continuous updates for people bringing AI into real development work. Explore Now
Understanding Cultural Influence on Perspectives Around Contact Tracing Strategies Contact tracing, a major way to curb COVID-19, has been employed worldwide, with human interviewing and proximity tracing technology as two major approaches. While previous research has contributed some understanding of people's perspectives on contact tracing technology, much of this is based in single countries or r…	XL Xi Lu et al.Indiana University	Data and Privacy; Data and Privacy
GeniAuti: Toward Data-Driven Interventions to Challenging Behaviors of Autistic Children through Caregivers’ Tracking Challenging behaviors significantly impact learning and socialization of autistic children and can stress and burden their caregivers. Documentation of challenging behaviors is fundamental for identifying what environmental factors influence them, such as how others respond to a child's such behaviors. Caregiver-track…	EJ Eunkyung Jo et al.University of California, Irvine	Caregiving & Caregiver Support; Caregiving & Caregiver Support
Designing Flexible Longitudinal Regimens: Supporting Clinician Planning for Discontinuation of Psychiatric Drugs Clinical decision support tools have typically focused on one-time support for diagnosis or prognosis, but have the ability to support providers in longitudinal planning of patient care regimens amidst infrastructural challenges. We explore an opportunity for technology support for discontinuing antidepressants, where…	EJ Eunkyung Jo et al.University of California, Irvine
Comparing Perspectives around Human and Technology Support for Contact Tracing Various contact tracing approaches have been applied to help contain the spread of COVID-19, with technology-based tracing and human tracing among the most widely adopted. However, governments and communities worldwide vary in their adoption of digital contact tracing, with many instead choosing the human approach. We…	XL Xi Lu et al.Indiana University
MAMAS: Supporting Parent--Child Mealtime Interactions Using Automated Tracking and Speech Recognition Many parents of young children find it challenging to deal with their children's eating problems, and parent--child mealtime interaction is fundamental in forming children's healthy eating habits. In this paper, we present the results of a three-week study through which we deployed a mealtime assistant application, MA…	EJ Eunkyung Jo et al.University of California, Irvine	Family, Children, and Youth
Understanding Parenting Stress through Co-designed Self-Trackers New parents often experience significant stress as they take on new roles and responsibilities. Stress management and mental wellbeing are two areas in which personal informatics (PI) research has gained attention, and there is an opportunity to investigate how parenting stress can be mitigated through PI practices. I…	EJ Eunkyung Jo et al.University of California, Irvine
The Social Infrastructure of Co-spaces: Home, Work, and Sociable Places for Digital Nomads The rise of co-working and co-living spaces, as well as related shared spaces such as makerspaces and hackerspaces -a group we refer to as various types of "co-spaces"- has helped facilitate a parallel expansion of the "digital nomad (DN)" lifestyle. Digital nomads, colloquially, are those individuals that leverage di…	AL Ahreum Lee et al.Purdue University	Homes