Communication Styles and Reader Preferences of LLM and Human Experts in Explaining Health Information
Fuente:
arXiv
Saved in:
| Main Authors: | Zhou, Jiawei, Venkatachalam, Kritika, Choi, Minje, Saha, Koustuv, De Choudhury, Munmun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Linguistic Comparison of AI- and Human-Written Responses to Online Mental Health Queries
by: Saha, Koustuv, et al.
Published: (2025)
by: Saha, Koustuv, et al.
Published: (2025)
The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support
by: Song, Inhwa, et al.
Published: (2024)
by: Song, Inhwa, et al.
Published: (2024)
A Framework for Situating Innovations, Opportunities, and Challenges in Advancing Vertical Systems with Large AI Models
by: Verma, Gaurav, et al.
Published: (2025)
by: Verma, Gaurav, et al.
Published: (2025)
AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression
by: Yoo, Dong Whi, et al.
Published: (2025)
by: Yoo, Dong Whi, et al.
Published: (2025)
Employing Social Media to Improve Mental Health Outcomes
by: De Choudhury, Munmun
Published: (2025)
by: De Choudhury, Munmun
Published: (2025)
Balancing Caregiving and Self-Care: Exploring Mental Health Needs of Alzheimer's and Dementia Caregivers
by: Shi, Jiayue Melissa, et al.
Published: (2025)
by: Shi, Jiayue Melissa, et al.
Published: (2025)
A Checklist for Trustworthy, Safe, and User-Friendly Mental Health Chatbots
by: Haran, Shreya, et al.
Published: (2026)
by: Haran, Shreya, et al.
Published: (2026)
Designing Beyond Language: Sociotechnical Barriers in AI Health Technologies for Limited English Proficiency
by: Huang, Michelle, et al.
Published: (2025)
by: Huang, Michelle, et al.
Published: (2025)
A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Health
by: Zhou, Jiawei, et al.
Published: (2024)
by: Zhou, Jiawei, et al.
Published: (2024)
Towards Experience-Centered AI: A Framework for Integrating Lived Experience in Design and Development
by: Gautam, Sanjana, et al.
Published: (2025)
by: Gautam, Sanjana, et al.
Published: (2025)
TUX: Measuring Human--AI Tacit Understanding
by: Li, Yueshen, et al.
Published: (2026)
by: Li, Yueshen, et al.
Published: (2026)
Explaining Why Things Go Where They Go: Interpretable Constructs of Human Organizational Preferences
by: Fashae, Emmanuel, et al.
Published: (2025)
by: Fashae, Emmanuel, et al.
Published: (2025)
Who Validates the Validators? Aligning LLM-Assisted Evaluation of LLM Outputs with Human Preferences
by: Shankar, Shreya, et al.
Published: (2024)
by: Shankar, Shreya, et al.
Published: (2024)
LLUMI: Improving LLM Writing Assistance for Mental Health Support with Online Community Feedback
by: Kim, Jiwon, et al.
Published: (2026)
by: Kim, Jiwon, et al.
Published: (2026)
Expert Evaluation and the Limits of Human Feedback in Mental Health AI Safety Testing
by: Jafari, Kiana, et al.
Published: (2026)
by: Jafari, Kiana, et al.
Published: (2026)
From Future of Work to Future of Workers: Addressing Asymptomatic AI Harms for Dignified Human-AI Interaction
by: Ehsan, Upol, et al.
Published: (2026)
by: Ehsan, Upol, et al.
Published: (2026)
Mapping Caregiver Needs to AI Chatbot Design: Strengths and Gaps in Mental Health Support for Alzheimer's and Dementia Caregivers
by: Shi, Jiayue Melissa, et al.
Published: (2025)
by: Shi, Jiayue Melissa, et al.
Published: (2025)
Large Language Models as Information Sources: Distinctive Characteristics and Types of Low-Quality Information
by: Zhou, Jiawei, et al.
Published: (2025)
by: Zhou, Jiawei, et al.
Published: (2025)
Causal Stories from Sensor Traces: Auditing Epistemic Overreach in LLM-Generated Personal Sensing Explanations
by: Zhu, Shanshan, et al.
Published: (2026)
by: Zhu, Shanshan, et al.
Published: (2026)
In Pursuit of Predictive Models of Human Preferences Toward AI Teammates
by: Siu, Ho Chit, et al.
Published: (2025)
by: Siu, Ho Chit, et al.
Published: (2025)
Mental Health Impacts of AI Companions: Triangulating Social Media Quasi-Experiments, User Perspectives, and Relational Theory
by: Yuan, Yunhao, et al.
Published: (2025)
by: Yuan, Yunhao, et al.
Published: (2025)
Can we Debias Social Stereotypes in AI-Generated Images? Examining Text-to-Image Outputs and User Perceptions
by: Barve, Saharsh, et al.
Published: (2025)
by: Barve, Saharsh, et al.
Published: (2025)
"Trust me on this" Explaining Agent Behavior to a Human Terminator
by: Menkes, Uri, et al.
Published: (2025)
by: Menkes, Uri, et al.
Published: (2025)
PAIR-SAFE: A Paired-Agent Approach for Runtime Auditing and Refining AI-Mediated Mental Health Support
by: Kim, Jiwon, et al.
Published: (2026)
by: Kim, Jiwon, et al.
Published: (2026)
AI as We Describe It: How Large Language Models and Their Applications in Health are Represented Across Channels of Public Discourse
by: Zhou, Jiawei, et al.
Published: (2025)
by: Zhou, Jiawei, et al.
Published: (2025)
Who's Asking? Simulating Role-Based Questions for Conversational AI Evaluation
by: Kaur, Navreet, et al.
Published: (2025)
by: Kaur, Navreet, et al.
Published: (2025)
MythTriage: Scalable Detection of Opioid Use Disorder Myths on a Video-Sharing Platform
by: Jung, Hayoung, et al.
Published: (2025)
by: Jung, Hayoung, et al.
Published: (2025)
Mind the Style: Impact of Communication Style on Human-Chatbot Interaction
by: Derner, Erik, et al.
Published: (2026)
by: Derner, Erik, et al.
Published: (2026)
AI Expert Twin: Capturing Expert Cognition for Human-Centred, Practice-Based Learning
by: Yuan, Annie, et al.
Published: (2026)
by: Yuan, Annie, et al.
Published: (2026)
Explaining AI Decisions: Towards Achieving Human-Centered Explainability in Smart Home Environments
by: Shajalal, Md, et al.
Published: (2024)
by: Shajalal, Md, et al.
Published: (2024)
Assessing the Quality of Mental Health Support in LLM Responses through Multi-Attribute Human Evaluation
by: Badawi, Abeer, et al.
Published: (2026)
by: Badawi, Abeer, et al.
Published: (2026)
Vital Insight: Assisting Experts' Context-Driven Sensemaking of Multi-modal Personal Tracking Data Using Visualization and Human-In-The-Loop LLM
by: Li, Jiachen, et al.
Published: (2024)
by: Li, Jiachen, et al.
Published: (2024)
Sima AIunty: Caste Audit in LLM-Driven Matchmaking
by: Naik, Atharva, et al.
Published: (2026)
by: Naik, Atharva, et al.
Published: (2026)
FARPLS: A Feature-Augmented Robot Trajectory Preference Labeling System to Assist Human Labelers' Preference Elicitation
by: Lyu, Hanfang, et al.
Published: (2024)
by: Lyu, Hanfang, et al.
Published: (2024)
Problem Solving Through Human-AI Preference-Based Cooperation
by: Dutta, Subhabrata, et al.
Published: (2024)
by: Dutta, Subhabrata, et al.
Published: (2024)
Beyond Categories of Caste: Examining Caste Bias and Morality in Text-to-Image AI Models
by: Singh, Divyanshu Kumar, et al.
Published: (2026)
by: Singh, Divyanshu Kumar, et al.
Published: (2026)
LLM Enhancement with Domain Expert Mental Model to Reduce LLM Hallucination with Causal Prompt Engineering
by: Kovalerchuk, Boris, et al.
Published: (2025)
by: Kovalerchuk, Boris, et al.
Published: (2025)
To Explain Or Not To Explain: An Empirical Investigation Of AI-Based Recommendations On Social Media Platforms
by: Haque, AKM Bahalul, et al.
Published: (2025)
by: Haque, AKM Bahalul, et al.
Published: (2025)
Human vs. LLM-Based Thematic Analysis for Digital Mental Health Research: Proof-of-Concept Comparative Study
by: Parkington, Karisa, et al.
Published: (2025)
by: Parkington, Karisa, et al.
Published: (2025)
AI on My Shoulder: Supporting Emotional Labor in Front-Office Roles with an LLM-based Empathetic Coworker
by: Swain, Vedant Das, et al.
Published: (2024)
by: Swain, Vedant Das, et al.
Published: (2024)
Similar Items
-
Linguistic Comparison of AI- and Human-Written Responses to Online Mental Health Queries
by: Saha, Koustuv, et al.
Published: (2025) -
The Typing Cure: Experiences with Large Language Model Chatbots for Mental Health Support
by: Song, Inhwa, et al.
Published: (2024) -
A Framework for Situating Innovations, Opportunities, and Challenges in Advancing Vertical Systems with Large AI Models
by: Verma, Gaurav, et al.
Published: (2025) -
AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression
by: Yoo, Dong Whi, et al.
Published: (2025) -
Employing Social Media to Improve Mental Health Outcomes
by: De Choudhury, Munmun
Published: (2025)