Vital Insight: Assisting Experts' Context-Driven Sensemaking of Multi-modal Personal Tracking Data Using Visualization and Human-In-The-Loop LLM
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Jiachen, Li, Xiwen, Steinberg, Justin, Choube, Akshat, Yao, Bingsheng, Xu, Xuhai, Wang, Dakuo, Mynatt, Elizabeth, Mishra, Varun |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Navigating the Paradox: Challenges and Strategies of University Students Managing Mental Health Medication in Real-World Practices
by: Li, Jiachen, et al.
Published: (2024)
by: Li, Jiachen, et al.
Published: (2024)
GLOSS: Group of LLMs for Open-Ended Sensemaking of Passive Sensing Data for Health and Wellbeing
by: Choube, Akshat, et al.
Published: (2025)
by: Choube, Akshat, et al.
Published: (2025)
SeSaMe: A Framework to Simulate Self-Reported Ground Truth for Mental Health Sensing Studies
by: Choube, Akshat, et al.
Published: (2024)
by: Choube, Akshat, et al.
Published: (2024)
"Always Nice and Confident, Sometimes Wrong": Developer's Experiences Engaging Large Language Models (LLMs) Versus Human-Powered Q&A Platforms for Coding Support
by: Li, Jiachen, et al.
Published: (2023)
by: Li, Jiachen, et al.
Published: (2023)
Imputation Matters: A Deeper Look into an Overlooked Step in Longitudinal Health and Behavior Sensing Research
by: Choube, Akshat, et al.
Published: (2024)
by: Choube, Akshat, et al.
Published: (2024)
"Mango Mango, How to Let The Lettuce Dry Without A Spinner?": Exploring User Perceptions of Using An LLM-Based Conversational Assistant Toward Cooking Partner
by: Chan, Szeyi, et al.
Published: (2023)
by: Chan, Szeyi, et al.
Published: (2023)
"I Wish There Were an AI": Challenges and AI Potential in Cancer Patient-Provider Communication
by: Yang, Ziqi, et al.
Published: (2024)
by: Yang, Ziqi, et al.
Published: (2024)
Bridging Knowledge Gaps in Clinical AI: An Activity Theory Perspective on Interdisciplinary Data Work for Telehealth
by: Yao, Bingsheng, et al.
Published: (2024)
by: Yao, Bingsheng, et al.
Published: (2024)
Insights from Designing Context-Aware Meal Preparation Assistance for Older Adults with Mild Cognitive Impairment (MCI) and Their Care Partners
by: Chan, Szeyi, et al.
Published: (2025)
by: Chan, Szeyi, et al.
Published: (2025)
More Modality, More AI: Exploring Design Opportunities of AI-Based Multi-modal Remote Monitoring Technologies for Early Detection of Mental Health Sequelae in Youth Concussion Patients
by: Yao, Bingsheng, et al.
Published: (2025)
by: Yao, Bingsheng, et al.
Published: (2025)
Human and LLM-Based Voice Assistant Interaction: An Analytical Framework for User Verbal and Nonverbal Behaviors
by: Chan, Szeyi, et al.
Published: (2024)
by: Chan, Szeyi, et al.
Published: (2024)
DPRF: A Generalizable Dynamic Persona Refinement Framework for Optimizing Behavior Alignment Between Personalized LLM Role-Playing Agents and Humans
by: Yao, Bingsheng, et al.
Published: (2025)
by: Yao, Bingsheng, et al.
Published: (2025)
More Samples or More Prompts? Exploring Effective In-Context Sampling for LLM Few-Shot Prompt Engineering
by: Yao, Bingsheng, et al.
Published: (2023)
by: Yao, Bingsheng, et al.
Published: (2023)
Secret Use of Large Language Model (LLM)
by: Zhang, Zhiping, et al.
Published: (2024)
by: Zhang, Zhiping, et al.
Published: (2024)
Categorizing Sources of Information for Explanations in Conversational AI Systems for Older Adults Aging in Place
by: Mathur, Niharika, et al.
Published: (2024)
by: Mathur, Niharika, et al.
Published: (2024)
Characterizing LLM-Empowered Personalized Story-Reading and Interaction for Children: Insights from Multi-Stakeholder Perspectives
by: Chen, Jiaju, et al.
Published: (2025)
by: Chen, Jiaju, et al.
Published: (2025)
Mental-LLM: Leveraging Large Language Models for Mental Health Prediction via Online Text Data
by: Xu, Xuhai, et al.
Published: (2023)
by: Xu, Xuhai, et al.
Published: (2023)
Talk2Care: Facilitating Asynchronous Patient-Provider Communication with Large-Language-Model
by: Yang, Ziqi, et al.
Published: (2023)
by: Yang, Ziqi, et al.
Published: (2023)
From Checking to Sensemaking: A Caregiver-in-the-Loop Framework for AI-Assisted Task Verification in Dementia Care
by: Lai, Joy, et al.
Published: (2025)
by: Lai, Joy, et al.
Published: (2025)
CardioAI: A Multimodal AI-based System to Support Symptom Monitoring and Risk Detection of Cancer Treatment-Induced Cardiotoxicity
by: Wu, Siyi, et al.
Published: (2024)
by: Wu, Siyi, et al.
Published: (2024)
Clinical Challenges and AI Opportunities in Decision-Making for Cancer Treatment-Induced Cardiotoxicity
by: Wu, Siyi, et al.
Published: (2024)
by: Wu, Siyi, et al.
Published: (2024)
EmoTrack: Robust Depression Tracking from Counseling Transcripts across Session Regimes
by: Wu, Zhaomin, et al.
Published: (2026)
by: Wu, Zhaomin, et al.
Published: (2026)
WatchGuardian: Enabling User-Defined Personalized Just-in-Time Intervention on Smartwatch
by: Lei, Ying, et al.
Published: (2025)
by: Lei, Ying, et al.
Published: (2025)
StorySparkQA: Expert-Annotated QA Pairs with Real-World Knowledge for Children's Story-Based Learning
by: Chen, Jiaju, et al.
Published: (2023)
by: Chen, Jiaju, et al.
Published: (2023)
MIND: Empowering Mental Health Clinicians with Multimodal Data Insights through a Narrative Dashboard
by: Zou, Ruishi, et al.
Published: (2026)
by: Zou, Ruishi, et al.
Published: (2026)
"It feels like hard work trying to talk to it": Understanding Older Adults' Experiences of Encountering and Repairing Conversational Breakdowns with AI Systems
by: Mathur, Niharika, et al.
Published: (2025)
by: Mathur, Niharika, et al.
Published: (2025)
Human-Centered Privacy Research in the Age of Large Language Models
by: Li, Tianshi, et al.
Published: (2024)
by: Li, Tianshi, et al.
Published: (2024)
User Interaction Patterns and Breakdowns in Conversing with LLM-Powered Voice Assistants
by: Mahmood, Amama, et al.
Published: (2023)
by: Mahmood, Amama, et al.
Published: (2023)
Context, Credibility, and Control: User Reflections on AI Assisted Misinformation Tools
by: Sangwan, Varun, et al.
Published: (2025)
by: Sangwan, Varun, et al.
Published: (2025)
Asking Grok: AI-Assisted Sensemaking in Social Media Conversations
by: Bobek, Michelle, et al.
Published: (2026)
by: Bobek, Michelle, et al.
Published: (2026)
Rethinking Human-AI Collaboration in Complex Medical Decision Making: A Case Study in Sepsis Diagnosis
by: Zhang, Shao, et al.
Published: (2023)
by: Zhang, Shao, et al.
Published: (2023)
Through the Lens of Human-Human Collaboration: A Configurable Research Platform for Exploring Human-Agent Collaboration
by: Yao, Bingsheng, et al.
Published: (2025)
by: Yao, Bingsheng, et al.
Published: (2025)
Incorporating the Sensemaking Loop from Intelligence Analysis into Bespoke Tools for Digital History
by: William J. Turkel
Published: (2025)
by: William J. Turkel
Published: (2025)
Context-Mediated Domain Adaptation in Multi-Agent Sensemaking Systems
by: Wolter, Anton, et al.
Published: (2026)
by: Wolter, Anton, et al.
Published: (2026)
Does More Advice Help? The Effects of Second Opinions in AI-Assisted Decision Making
by: Lu, Zhuoran, et al.
Published: (2024)
by: Lu, Zhuoran, et al.
Published: (2024)
Striking a Balance: Evaluating How Aggregations of Multiple Forecasts Impact Judgment Under Uncertainty
by: Zou, Ruishi, et al.
Published: (2024)
by: Zou, Ruishi, et al.
Published: (2024)
Semantic Interaction for Narrative Map Sensemaking: An Insight-based Evaluation
by: Keith-Norambuena, Brian Felipe, et al.
Published: (2026)
by: Keith-Norambuena, Brian Felipe, et al.
Published: (2026)
"Should I Give Up Now?" Investigating LLM Pitfalls in Software Engineering
by: Tie, Jiessie, et al.
Published: (2024)
by: Tie, Jiessie, et al.
Published: (2024)
Sometimes You Need Facts, and Sometimes a Hug: Understanding Older Adults' Preferences for Explanations in LLM-Based Conversational AI Systems
by: Mathur, Niharika, et al.
Published: (2025)
by: Mathur, Niharika, et al.
Published: (2025)
AI‐CARING: National AI Institute for Collaborative Assistance and Responsive Interaction for Networked Groups
by: Sonia Chernova, et al.
Published: (2024)
by: Sonia Chernova, et al.
Published: (2024)
Similar Items
-
Navigating the Paradox: Challenges and Strategies of University Students Managing Mental Health Medication in Real-World Practices
by: Li, Jiachen, et al.
Published: (2024) -
GLOSS: Group of LLMs for Open-Ended Sensemaking of Passive Sensing Data for Health and Wellbeing
by: Choube, Akshat, et al.
Published: (2025) -
SeSaMe: A Framework to Simulate Self-Reported Ground Truth for Mental Health Sensing Studies
by: Choube, Akshat, et al.
Published: (2024) -
"Always Nice and Confident, Sometimes Wrong": Developer's Experiences Engaging Large Language Models (LLMs) Versus Human-Powered Q&A Platforms for Coding Support
by: Li, Jiachen, et al.
Published: (2023) -
Imputation Matters: A Deeper Look into an Overlooked Step in Longitudinal Health and Behavior Sensing Research
by: Choube, Akshat, et al.
Published: (2024)