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Engagements with Generative AI and Personal Health Informatics: Opportunities for Planning, Tracking, Reflecting, and Acting around Personal Health Data

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1001/jama.2023.9630openalex-snapshot
Generative AI in Health Care and Liability Risks for Physicians and Safety Concerns for Patients
inferredcites →https://doi.org/10.1001/jama.288.6.756openalex-snapshot
Physician Gender Effects in Medical Communication
inferredcites →https://doi.org/10.1001/jamainternmed.2023.1838openalex-snapshot
Comparing Physician and Artificial Intelligence Chatbot Responses to Patient Questions Posted to a Public Social Media Forum
inferredcites →https://doi.org/10.1007/s11019-021-10049-wopenalex-snapshot
Chatbot breakthrough in the 2020s? An ethical reflection on the trend of automated consultations in health care
inferredcites →https://doi.org/10.1007/s41666-018-0033-xopenalex-snapshot
A Patient-Centered Proposal for Bayesian Analysis of Self-Experiments for Health
inferredcites →https://doi.org/10.1016/j.ijhcs.2016.05.006openalex-snapshot
Personal informatics for everyday life: How users without prior self-tracking experience engage with personal data
inferredcites →https://doi.org/10.1016/j.ijinfomgt.2023.102642openalex-snapshot
Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy
inferredcites →https://doi.org/10.1016/j.jbi.2011.08.017openalex-snapshot
Healthcare in the pocket: Mapping the space of mobile-phone health interventions
inferredcites →https://doi.org/10.1016/j.jbi.2017.09.013openalex-snapshot
Personal discovery in diabetes self-management: Discovering cause and effect using self-monitoring data
inferredcites →https://doi.org/10.1038/s41467-025-67922-yopenalex-snapshot
Transforming wearable data into personal health insights using large language model agents
inferredcites →https://doi.org/10.1038/s41746-023-00873-0openalex-snapshot
The imperative for regulatory oversight of large language models (or generative AI) in healthcare
inferredcites →https://doi.org/10.1080/07370024.2016.1276456openalex-snapshot
Personal Informatics, Self-Insight, and Behavior Change: A Critical Review of Current Literature
inferredcites →https://doi.org/10.1080/10447318.2022.2075637openalex-snapshot
Data Sensemaking in Self-Tracking: Towards a New Generation of Self-Tracking Tools
inferredcites →https://doi.org/10.1080/17538068.2023.2277489openalex-snapshot
What generative AI means for trust in health communications
inferredcites →https://doi.org/10.1109/bhi62660.2024.10913781openalex-snapshot
PhysioLLM: Supporting Personalized Health Insights with Wearables and Large Language Models
inferredcites →https://doi.org/10.1145/1753326.1753409openalex-snapshot
A stage-based model of personal informatics systems
inferredcites →https://doi.org/10.1145/1978942.1979003openalex-snapshot
Fit4life
inferredcites →https://doi.org/10.1145/2030112.2030166openalex-snapshot
Understanding my data, myself
inferredcites →https://doi.org/10.1145/2556288.2557372openalex-snapshot
Understanding quantified-selfers' practices in collecting and exploring personal data
inferredcites →https://doi.org/10.1145/2702123.2702155openalex-snapshot
Barriers and Negative Nudges
inferredcites →https://doi.org/10.1145/2702123.2702234openalex-snapshot
Reflective Informatics
inferredcites →https://doi.org/10.1145/2750858.2804250openalex-snapshot
A lived informatics model of personal informatics
inferredcites →https://doi.org/10.1145/2858036.2858045openalex-snapshot
Beyond Abandonment to Next Steps
inferredcites →https://doi.org/10.1145/2858036.2858148openalex-snapshot
Design Opportunities in Three Stages of Relationship Development between Users and Self-Tracking Devices
inferredcites →https://doi.org/10.1145/2901790.2901803openalex-snapshot
Fostering Engagement with Personal Informatics Systems
inferredcites →https://doi.org/10.1145/2971648.2971656openalex-snapshot
Reconsidering the device in the drawer
inferredcites →https://doi.org/10.1145/3130930openalex-snapshot
OmniTrack
inferredcites →https://doi.org/10.1145/3154862.3154881openalex-snapshot
Understanding self-reflection
inferredcites →https://doi.org/10.1145/3173574.3173745openalex-snapshot
Supporting Meaningful Personal Fitness
inferredcites →https://doi.org/10.1145/3357236.3395550openalex-snapshot
Putting Phenomenological Theories to Work in the Design of Self-Tracking Technologies
inferredcites →https://doi.org/10.1145/3369809openalex-snapshot
Examining Opportunities for Goal-Directed Self-Tracking to Support Chronic Condition Management
inferredcites →https://doi.org/10.1145/3411764.3445587openalex-snapshot
“They don’t always think about that”: Translational Needs in the Design of Personal Health Informatics Applications
inferredcites →https://doi.org/10.1145/3411764.3445673openalex-snapshot
The Development and Validation of the Technology-Supported Reflection Inventory
inferredcites →https://doi.org/10.1145/3432231openalex-snapshot
Mapping and Taking Stock of the Personal Informatics Literature
inferredcites →https://doi.org/10.1145/3476040openalex-snapshot
Supporting Collaborative Reflection on Personal Values and Health
inferredcites →https://doi.org/10.1145/3491101.3503718openalex-snapshot
Grand Challenges for Personal Informatics and AI
inferredcites →https://doi.org/10.1145/3491102.3501991openalex-snapshot
Reflection in Theory and Reflection in Practice: An Exploration of the Gaps in Reflection Support among Personal Informatics Apps
inferredcites →https://doi.org/10.1145/3494980openalex-snapshot
Understanding and Supporting Self-Tracking App Selection
inferredcites →https://doi.org/10.1145/3517233openalex-snapshot
Revisiting Reflection in HCI
inferredcites →https://doi.org/10.1145/3544548.3581505openalex-snapshot
Self-Tracking to Do Less
inferredcites →https://doi.org/10.1145/3555160openalex-snapshot
A Longitudinal Goal Setting Model for Addressing Complex Personal Problems in Mental Health
inferredcites →https://doi.org/10.1145/3563657.3596087openalex-snapshot
Goals for Goal Setting: A Scoping Review on Personal Informatics
inferredcites →https://doi.org/10.1145/3613904.3642032openalex-snapshot
Narrating Fitness: Leveraging Large Language Models for Reflective Fitness Tracker Data Interpretation
inferredcites →https://doi.org/10.1145/3613904.3642075openalex-snapshot
MigraineTracker: Examining Patient Experiences with Goal-Directed Self-Tracking for a Chronic Health Condition
inferredcites →https://doi.org/10.1145/3613904.3642385openalex-snapshot
“It's a Fair Game”, or Is It? Examining How Users Navigate Disclosure Risks and Benefits When Using LLM-Based Conversational Agents
inferredcites →https://doi.org/10.1145/3613904.3642732openalex-snapshot
Understanding fraudulence in online qualitative studies: From the researcher's perspective
inferredcites →https://doi.org/10.1145/3613904.3642937openalex-snapshot
MindfulDiary: Harnessing Large Language Model to Support Psychiatric Patients' Journaling
inferredcites →https://doi.org/10.1145/3637364openalex-snapshot
Leveraging Large Language Models to Power Chatbots for Collecting User Self-Reported Data
inferredcites →https://doi.org/10.1145/3659604openalex-snapshot
From Classification to Clinical Insights
inferredcites →https://doi.org/10.1145/3677525.3678640openalex-snapshot
Dialogues with Digital Wisdom: Can LLMs Help Us Put Down the Phone?
inferredcites →https://doi.org/10.1145/3686988openalex-snapshot
Providing Context to the "Unknown": Patient and Provider Reflections on Connecting Personal Tracking, Patient-Reported Insights, and EHR Data within a Post-COVID Clinic
inferredcites →https://doi.org/10.1145/3699761openalex-snapshot
MindScape Study: Integrating LLM and Behavioral Sensing for Personalized AI-Driven Journaling Experiences
inferredcites →https://doi.org/10.1145/3706598.3713722openalex-snapshot
Reimagining Personal Data: Unlocking the Potential of AI-Generated Images in Personal Data Meaning-Making
inferredcites →https://doi.org/10.1145/3706598.3713819openalex-snapshot
GPTCoach: Towards LLM-Based Physical Activity Coaching
inferredcites →https://doi.org/10.1145/3706599.3720197openalex-snapshot
Wearable Meets LLM for Stress Management: A Duoethnographic Study Integrating Wearable-Triggered Stressors and LLM Chatbots for Personalized Interventions
inferredcites →https://doi.org/10.1145/642611.642616openalex-snapshot
Technology probes
inferredcites →https://doi.org/10.1177/160940690600500107openalex-snapshot
Demonstrating Rigor Using Thematic Analysis: A Hybrid Approach of Inductive and Deductive Coding and Theme Development
inferredcites →https://doi.org/10.12688/f1000research.158037.1openalex-snapshot
Young Adults Journey with Digital Fitness Tools-A Qualitative Study on Use of Fitness Tracking Device
inferredcites →https://doi.org/10.1371/journal.pdig.0000503openalex-snapshot
Addressing 6 challenges in generative AI for digital health: A scoping review
inferredcites →https://doi.org/10.2105/ajph.94.12.2084openalex-snapshot
Patient Race/Ethnicity and Quality of Patient–Physician Communication During Medical Visits
inferredcites →https://doi.org/10.2196/12522openalex-snapshot
Consumer Evaluation of the Quality of Online Health Information: Systematic Literature Review of Relevant Criteria and Indicators
inferredcites →https://doi.org/10.2196/34366openalex-snapshot
Fairness in Mobile Phone–Based Mental Health Assessment Algorithms: Exploratory Study
inferredcites →https://doi.org/10.2196/jmir.1432openalex-snapshot
Review of Extracting Information From the Social Web for Health Personalization
inferredcites →https://doi.org/10.2196/jmir.2051openalex-snapshot
What do Web-Use Skill Differences Imply for Online Health Information Searches?
inferredcites →https://doi.org/10.3389/fdgth.2020.00003openalex-snapshot
The Importance of Starting With Goals in N-of-1 Studies
inferredcites →https://doi.org/10.3390/fi15090286openalex-snapshot
Generative AI in Medicine and Healthcare: Promises, Opportunities and Challenges
inferredcites →https://doi.org/10.5860/choice.51-2430openalex-snapshot
Mastering the semi-structured interview and beyond: from research design to analysis and publication

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-032-29842-3_10openalex-snapshot
Towards an Architectural Concept for an Analytic Self-Reflection Support System to Promote Health, Wellbeing and Productivity in Modern Work and Daily Life
inferred← citeshttps://doi.org/10.1145/3742414.3789231openalex-snapshot
Human-AI Collaboration for Goal Achievement in Physical Activity Tracking
inferred← citeshttps://doi.org/10.1145/3772318.3790392openalex-snapshot
A Blessing and a Challenge: Unpacking Boundary Ambiguities Experienced by Caregivers of Older Adults
inferred← citeshttps://doi.org/10.1145/3772318.3791551openalex-snapshot
CASEbot: A Conversational Agent for Structuring and Personalizing the Design of Self-Experiments in Personal Health
inferred← citeshttps://doi.org/10.1145/3772318.3793193openalex-snapshot
Balancing Goals, Health, and Cost: A Food Information System for Managing Complex Choices and Fostering Sustained Food Agency
inferred← citeshttps://doi.org/10.1145/3772363.3778759openalex-snapshot
Mapping the Responsible Democratization of Generative AI through Participatory Futuring
inferred← citeshttps://doi.org/10.1145/3786579.3804970openalex-snapshot
Bayesian Analysis of Self-Tracked Health Data: A Technology Probe Study Examining Opportunities in Integration and Reflection
inferred← citeshttps://doi.org/10.1145/3816779openalex-snapshot
Continuous Behavioral Synthesis for Adaptive Health Dashboards: An LLM-Mediated Architecture Integrating Explicit Preference, Spatial Reorganization, and Attention Allocation Signals EICS027
inferred← citeshttps://doi.org/10.1145/3820253.3820281openalex-snapshot
Exploring Self-Tracking Practices of Older Adults with CVD to Design LLM-Enabled Health Data sensemaking
inferred← citeshttps://doi.org/10.1145/3831972openalex-snapshot
Negotiating Autonomy, Control, and Privacy in Always-On Home IoT Technology-Mediated Care Relationships with Older Adults
inferred← citeshttps://doi.org/10.1145/3832021openalex-snapshot
Seamful Design Considerations for Human-in-the-Loop Digital Phenotyping of Mental Health
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