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Responses of Conversational Agents to Health and Lifestyle Prompts: Investigation of Appropriateness and Presentation Structures

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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/jamainternmed.2016.0400openalex-snapshot
Smartphone-Based Conversational Agents and Responses to Questions About Mental Health, Interpersonal Violence, and Physical Health
inferredcites →https://doi.org/10.1006/ijhc.2000.0456openalex-snapshot
Designing habitable dialogues for speech-based interaction with computers
inferredcites →https://doi.org/10.1007/978-3-319-32967-3openalex-snapshot
The Conversational Interface: Talking to Smart Devices
inferredcites →https://doi.org/10.1007/978-3-319-95579-7_3openalex-snapshot
Safety First: Conversational Agents for Health Care
inferredcites →https://doi.org/10.1007/978-3-642-73402-1openalex-snapshot
Human-Computer Interaction
inferredcites →https://doi.org/10.1007/bf02296841openalex-snapshot
Mental models: A research focus for interactive learning systems
inferredcites →https://doi.org/10.1007/s10916-019-1237-1openalex-snapshot
Using Health Chatbots for Behavior Change: A Mapping Study
inferredcites →https://doi.org/10.1016/0277-9536(87)90318-2openalex-snapshot
Handbook of interpersonal communication
inferredcites →https://doi.org/10.1016/c2009-0-21512-1openalex-snapshot
Usability Engineering
inferredcites →https://doi.org/10.1016/j.eswa.2019.03.054openalex-snapshot
Survey of conversational agents in health
inferredcites →https://doi.org/10.1016/j.jbi.2004.04.004openalex-snapshot
A cognitive taxonomy of medical errors
inferredcites →https://doi.org/10.1016/j.pec.2004.09.008openalex-snapshot
Establishing the computer–patient working alliance in automated health behavior change interventions
inferredcites →https://doi.org/10.1016/j.ssci.2010.12.014openalex-snapshot
A review of medical error taxonomies: A human factors perspective
inferredcites →https://doi.org/10.1037/10096-000openalex-snapshot
Perspectives on socially shared cognition.
inferredcites →https://doi.org/10.1080/23808985.2015.11735261openalex-snapshot
Advice: Expanding the Communication Paradigm
inferredcites →https://doi.org/10.1089/cyber.2018.0110openalex-snapshot
Should Machines Express Sympathy and Empathy? Experiments with a Health Advice Chatbot
inferredcites →https://doi.org/10.1093/jamia/ocy028openalex-snapshot
Does health informatics have a replication crisis?
inferredcites →https://doi.org/10.1093/jamia/ocy072openalex-snapshot
Conversational agents in healthcare: a systematic review
inferredcites →https://doi.org/10.1093/tbm/ibz141openalex-snapshot
A Scoping Review of Patient-Facing, Behavioral Health Interventions with Voice Assistant Technology Targeting Self-management and Healthy Lifestyle Behaviors
inferredcites →https://doi.org/10.1136/jamia.2000.0070277openalex-snapshot
When Conversation Is Better Than Computation
inferredcites →https://doi.org/10.1145/2858036.2858288openalex-snapshot
"Like Having a Really Bad PA"
inferredcites →https://doi.org/10.1145/3173574.3173580openalex-snapshot
Patterns for How Users Overcome Obstacles in Voice User Interfaces
inferredcites →https://doi.org/10.1145/3173574.3174033openalex-snapshot
"Accessibility Came by Accident"
inferredcites →https://doi.org/10.1177/0706743719828977openalex-snapshot
Chatbots and Conversational Agents in Mental Health: A Review of the Psychiatric Landscape
inferredcites →https://doi.org/10.1177/1460458215593329openalex-snapshot
Designing a spoken dialogue interface to an intelligent cognitive assistant for people with dementia
inferredcites →https://doi.org/10.1207/s15327663jcp1204_04openalex-snapshot
Personalization and Personality: Some Effects of Customizing Message Style Based on Consumer Personality
inferredcites →https://doi.org/10.1371/journal.pone.0194811openalex-snapshot
Just ask Siri? A pilot study comparing smartphone digital assistants and laptop Google searches for smoking cessation advice
inferredcites →https://doi.org/10.1521/suli.2007.37.3.308openalex-snapshot
Which Helper Behaviors and Intervention Styles are Related to Better Short‐Term Outcomes in Telephone Crisis Intervention? Results from a Silent Monitoring Study of Calls to the U.S. 1–800‐SUICIDE Network
inferredcites →https://doi.org/10.2196/11510openalex-snapshot
Patient and Consumer Safety Risks When Using Conversational Assistants for Medical Information: An Observational Study of Siri, Alexa, and Google Assistant
inferredcites →https://doi.org/10.2196/mental.9782openalex-snapshot
Using Psychological Artificial Intelligence (Tess) to Relieve Symptoms of Depression and Anxiety: Randomized Controlled Trial
inferredcites →https://doi.org/10.4135/9781071878781openalex-snapshot
Content Analysis: An Introduction to Its Methodology
inferredcites →https://doi.org/10.4135/9781412990301openalex-snapshot
Studies in Applied Interpersonal Communication
inferredcites →https://doi.org/10.5694/mja17.00889openalex-snapshot
Dr Google in the ED: searching for online health information by adult emergency department patients

What points at this work

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

inferred← citeshttps://doi.org/10.1002/widm.1434openalex-snapshot
A critical review of state‐of‐the‐art chatbot designs and applications
inferred← citeshttps://doi.org/10.1007/978-3-031-17650-0_15openalex-snapshot
Digital Technology for Person-Centered Care
inferred← citeshttps://doi.org/10.1007/978-3-031-41925-6_12openalex-snapshot
Smart AI Bot for Healthcare Assistance
inferred← citeshttps://doi.org/10.1007/s11528-023-00877-3openalex-snapshot
Conversational Agents to Support Remote Personalized Instruction for Diverse Learners
inferred← citeshttps://doi.org/10.1007/s41347-021-00222-6openalex-snapshot
Chatbots to Support Mental Wellbeing of People Living in Rural Areas: Can User Groups Contribute to Co-design?
inferred← citeshttps://doi.org/10.1016/b978-0-323-99887-1.00001-7openalex-snapshot
Diabetes in general
inferred← citeshttps://doi.org/10.1016/j.ergon.2026.103890openalex-snapshot
How to provide information sources and comments in conversational agent response content: The roles of specialists and internet users
inferred← citeshttps://doi.org/10.1016/j.outlook.2026.102878openalex-snapshot
Travelbee and relational AI: A triadic model for nursing
inferred← citeshttps://doi.org/10.1016/j.patter.2021.100308openalex-snapshot
Did chatbots miss their “Apollo Moment”? Potential, gaps, and lessons from using collaboration assistants during COVID-19
inferred← citeshttps://doi.org/10.1016/j.procs.2022.11.205openalex-snapshot
Smart Solutions to Keep Your Mental Balance
inferred← citeshttps://doi.org/10.1016/j.xcrm.2022.100860openalex-snapshot
Evidence synthesis, digital scribes, and translational challenges for artificial intelligence in healthcare
inferred← citeshttps://doi.org/10.1038/s41398-023-02462-xopenalex-snapshot
Effects of a virtual voice-based coach delivering problem-solving treatment on emotional distress and brain function: a pilot RCT in depression and anxiety
inferred← citeshttps://doi.org/10.1038/s41746-020-00332-0openalex-snapshot
Readiness for voice assistants to support healthcare delivery during a health crisis and pandemic
inferred← citeshttps://doi.org/10.1038/s41746-020-0280-0openalex-snapshot
Chatbots in the fight against the COVID-19 pandemic
inferred← citeshttps://doi.org/10.1080/07853890.2024.2302980openalex-snapshot
A systematic review of artificial intelligence-powered (AI-powered) chatbot intervention for managing chronic illness
inferred← citeshttps://doi.org/10.1093/iwc/iwae052openalex-snapshot
Measuring Users’ Trust in VIA Responses: The Age and Response Forms Perspective
inferred← citeshttps://doi.org/10.1093/jamia/ocad222openalex-snapshot
Evaluation framework for conversational agents with artificial intelligence in health interventions: a systematic scoping review
inferred← citeshttps://doi.org/10.1101/2025.09.18.25336107openalex-snapshot
Evaluating a Medical-Grade Voice AI for Patient and Caregiver Guidance: A Multi-Scenario Nurse Panel Study
inferred← citeshttps://doi.org/10.1108/jhom-12-2023-0376openalex-snapshot
A systematic review of AI-based chatbot usages in healthcare services
inferred← citeshttps://doi.org/10.1109/icrtcst54752.2022.9781958openalex-snapshot
Covid-19 detection from X-ray scans using Alexa
inferred← citeshttps://doi.org/10.1109/smc52423.2021.9658693openalex-snapshot
BotCovid: Development and Evaluation of a Chatbot to Combat Misinformation about COVID-19 in Brazil
inferred← citeshttps://doi.org/10.1111/joes.12696openalex-snapshot
Tell Me How to Prompt! Healthcare Chatbots Response to Emotional Prompts for Enhanced Services. Review and Propositions
inferred← citeshttps://doi.org/10.1136/bmjopen-2025-113547openalex-snapshot
Clinical outcomes, patient satisfaction and operational efficiency of AI-powered chatbots in medicine and healthcare: protocol for an AI-aided scoping review
inferred← citeshttps://doi.org/10.1145/3461778.3462082openalex-snapshot
Understanding How Users Experience the Physiological Expression of Non-humanoid Voice-based Conversational Agent in Healthcare Services
inferred← citeshttps://doi.org/10.1145/3488057openalex-snapshot
“I don’t know what you mean by `I am anxious'”: A New Method for Evaluating Conversational Agent Responses to Standardized Mental Health Inputs for Anxiety and Depression
inferred← citeshttps://doi.org/10.1145/3531146.3534642openalex-snapshot
What Does it Mean for a Language Model to Preserve Privacy?
inferred← citeshttps://doi.org/10.1145/3589959openalex-snapshot
Beyond Self-diagnosis: How a Chatbot-based Symptom Checker Should Respond
inferred← citeshttps://doi.org/10.1145/3637339openalex-snapshot
Healthcare Voice AI Assistants: Factors Influencing Trust and Intention to Use
inferred← citeshttps://doi.org/10.1145/3706598.3714280openalex-snapshot
AI-Enabled Conversational Journaling for Advancing Parkinson's Disease Symptom Tracking
inferred← citeshttps://doi.org/10.1145/3764687.3764704openalex-snapshot
"AI that’s so good it almost seems human:" Risk and Hype Cycles of AI and Chatbots in Mobile Mental Health Apps
inferred← citeshttps://doi.org/10.1145/3772318.3790698openalex-snapshot
Self-management for Chronic Illness: A Scoping Review on Designing Virtual Assistants for Patient-Centered Care
inferred← citeshttps://doi.org/10.1177/0706743720966429openalex-snapshot
Changes to the Psychiatric Chatbot Landscape: A Systematic Review of Conversational Agents in Serious Mental Illness: Changements du paysage psychiatrique des chatbots: une revue systématique des agents conversationnels dans la maladie mentale sérieuse
inferred← citeshttps://doi.org/10.1177/10781552261495138openalex-snapshot
Generative artificial intelligence in oncology patient counselling: Transforming oncology pharmacy practice through human–AI collaborative care
inferred← citeshttps://doi.org/10.1186/s12883-021-02258-wopenalex-snapshot
Google search behavior for meningitis and its vaccines: an infodemiological study
inferred← citeshttps://doi.org/10.2196/18301openalex-snapshot
Technical Metrics Used to Evaluate Health Care Chatbots: Scoping Review
inferred← citeshttps://doi.org/10.2196/18431openalex-snapshot
Investigating the Accessibility of Voice Assistants With Impaired Users: Mixed Methods Study
inferred← citeshttps://doi.org/10.2196/19088openalex-snapshot
Physical Activity Evaluation Using a Voice Recognition App: Development and Validation Study
inferred← citeshttps://doi.org/10.2196/21364openalex-snapshot
Syndromic Surveillance Insights from a Symptom Assessment App Before and During COVID-19 Measures in Germany and the United Kingdom: Results From Repeated Cross-Sectional Analyses
inferred← citeshttps://doi.org/10.2196/22959openalex-snapshot
Artificial Intelligence Can Improve Patient Management at the Time of a Pandemic: The Role of Voice Technology
inferred← citeshttps://doi.org/10.2196/24045openalex-snapshot
Clinical Advice by Voice Assistants on Postpartum Depression: Cross-Sectional Investigation Using Apple Siri, Amazon Alexa, Google Assistant, and Microsoft Cortana
inferred← citeshttps://doi.org/10.2196/24582openalex-snapshot
Scale-up of Digital Innovations in Health Care: Expert Commentary on Enablers and Barriers
inferred← citeshttps://doi.org/10.2196/30704openalex-snapshot
Mitigating Patient and Consumer Safety Risks When Using Conversational Assistants for Medical Information: Exploratory Mixed Methods Experiment
inferred← citeshttps://doi.org/10.2196/32161openalex-snapshot
Reliability of Commercial Voice Assistants’ Responses to Health-Related Questions in Noncommunicable Disease Management: Factorial Experiment Assessing Response Rate and Source of Information
inferred← citeshttps://doi.org/10.2196/34674openalex-snapshot
Evaluating Voice Assistants' Responses to COVID-19 Vaccination in Portuguese: Quality Assessment
inferred← citeshttps://doi.org/10.2196/37403openalex-snapshot
Language Use in Conversational Agent–Based Health Communication: Systematic Review
inferred← citeshttps://doi.org/10.2196/38092openalex-snapshot
Design and Formative Evaluation of a Virtual Voice-Based Coach for Problem-solving Treatment: Observational Study
inferred← citeshttps://doi.org/10.2196/38525openalex-snapshot
Design and Evaluation Challenges of Conversational Agents in Health Care and Well-being: Selective Review Study
inferred← citeshttps://doi.org/10.2196/39157openalex-snapshot
COVID-Bot, an Intelligent System for COVID-19 Vaccination Screening: Design and Development
inferred← citeshttps://doi.org/10.2196/43007openalex-snapshot
Voice Assistants’ Responses to Questions About the COVID-19 Vaccine: National Cross-sectional Study
inferred← citeshttps://doi.org/10.2196/56114openalex-snapshot
Evaluating the Potential and Pitfalls of AI-Powered Conversational Agents as Humanlike Virtual Health Carers in the Remote Management of Noncommunicable Diseases: Scoping Review
inferred← citeshttps://doi.org/10.2196/57114openalex-snapshot
Chatbot for Social Need Screening and Resource Sharing With Vulnerable Families: Iterative Design and Evaluation Study
inferred← citeshttps://doi.org/10.2196/63538openalex-snapshot
Development and Evaluation of a Mental Health Chatbot Using ChatGPT 4.0: Mixed Methods User Experience Study With Korean Users
inferred← citeshttps://doi.org/10.2196/81387openalex-snapshot
Effectiveness of Al-Assisted Patient Health Education Using Voice Cloning and ChatGPT: Prospective Randomized Controlled Trial
inferred← citeshttps://doi.org/10.2196/94781openalex-snapshot
Large Language Model–Based Behavioral Activation Chatbot for Young People With Depression Using Artificial Users and Clinical Experts: Mixed Methods Evaluation
inferred← citeshttps://doi.org/10.2196/preprints.39157openalex-snapshot
COVID-BOT: An Intelligent System for Screening COVID-19 Vaccination Status Among University Students (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.60460openalex-snapshot
Examining the Health Information Quality and Accuracy of Conversational Agents and Generative AI Models in Response to Prompts Regarding Low Back Pain (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.69833openalex-snapshot
"AI that’s so good it almost seems human": An App Review on the Risk and Hype Cycles of AI and Chatbots in Mobile Mental Health Apps (Preprint)
inferred← citeshttps://doi.org/10.2196/preprints.87764openalex-snapshot
The Role of Commercial Smart Speakers in Health and Care Settings: A Systematic Literature Review (Preprint)
inferred← citeshttps://doi.org/10.29337/ijdh.25openalex-snapshot
Evaluation of COVID-19 Information Provided by Digital Voice Assistants
inferred← citeshttps://doi.org/10.32657/10356/157124openalex-snapshot
Exploring the role of health apps in supporting young people with depression: a mixed methods study
inferred← citeshttps://doi.org/10.3389/fpsyg.2022.971044openalex-snapshot
Artificial intelligence technologies and compassion in healthcare: A systematic scoping review
inferred← citeshttps://doi.org/10.3389/fpubh.2021.724779openalex-snapshot
Participatory Development and Pilot Testing of an Adolescent Health Promotion Chatbot
inferred← citeshttps://doi.org/10.3389/fvets.2025.1690085openalex-snapshot
Speech recognition tools for veterinary case learning: enhancing veterinary education with smartphone-based transcription and AI Summarization — a comparative study of workflow and usability
inferred← citeshttps://doi.org/10.3390/biomedinformatics3030038openalex-snapshot
Evaluation of Replies to Voice Queries in Gynecologic Oncology by Virtual Assistants Siri, Alexa, Google, and Cortana
inferred← citeshttps://doi.org/10.3390/s22072625openalex-snapshot
A Systematic Review on Healthcare Artificial Intelligent Conversational Agents for Chronic Conditions
inferred← citeshttps://doi.org/10.3390/su14073832openalex-snapshot
Requirements and Solution Approaches to Personality-Adaptive Conversational Agents in Mental Health Care
inferred← citeshttps://doi.org/10.35713/aic.v6.i1.106356openalex-snapshot
Can ChatGPT and DeepSeek help cancer patients: A comparative study of artificial intelligence models in clinical decision support
inferred← citeshttps://doi.org/10.48550/arxiv.2103.05561openalex-snapshot
Did Chatbots Miss Their 'Apollo Moment'? A Survey of the Potential, Gaps and Lessons from Using Collaboration Assistants During COVID-19
inferred← citeshttps://doi.org/10.48550/arxiv.2401.04543openalex-snapshot
Healthcare Voice AI Assistants: Factors Influencing Trust and Intention to Use
inferred← citeshttps://doi.org/10.5005/jp-journals-10077-3383openalex-snapshot
Comparison of Telling Stories with Alexa and Google Assistant in Reducing the Dental Anxiety in Children Aged 6–12 Years: A Randomized Clinical Trial
inferred← citeshttps://doi.org/10.5694/mja2.51992openalex-snapshot
We need to chat about artificial intelligence
inferred← citeshttps://doi.org/10.5861/ijrset.2026.26009openalex-snapshot
Mobile-based speech-to-text and response application
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The Impact of Generative Artificial Intelligence on Mental Health: Opportunities, Challenges, and Ethical Concerns
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