Designing Human-mediated AI Guidance: Ready Together for Personalized Family Emergency Preparedness

Source

• Source name: arXiv
• Source kind: paper
• Authors / organization: Nini Kurashvili, Yana Ivanchenko, Greta Schiavo, Cansu Koyuturk, Dimitri Ognibene
• Venue: arXiv: cs.HC
• Published: 2026-08-20
• Collected: 2026-08-21
• URL: http://arxiv.org/abs/2608.19950v1
• PDF: https://arxiv.org/pdf/2608.19950v1
• DOI: UNKNOWN
• Registry group: academic_apis_and_preprints
• Evidence role: canonical_academic_index
• Language: en
• Country / region: UNKNOWN

Plain-Language Brief

The research introduces a framework for Human-mediated AI Guidance, focusing on a specific AI-supported system called Ready Together, which helps parents mediate emergency preparedness information for their children. The system aims to provide personalized guidance and interactive learning activities to make emergency preparation more understandable.

What the Document Says

• AI systems are used for personalized information and decision support.
• Human-mediated AI is introduced, where a human interprets, adapts, and communicates AI-generated content to a less experienced or informed recipient.
• The study focuses on Ready Together, an AI-supported family emergency preparedness system that mediates AI-generated content for children.
• The system provides personalized guidance through interactive activities and family-centered learning.
• The design of the system was informed by qualitative research involving interviews and co-design activities.
• Findings identified challenges in family emergency preparedness, such as difficulty discussing emergencies with children, uncertainty about providing appropriate explanations, and a preference for interactive learning activities.
• An interactive prototype was designed based on these findings, then evaluated through a pilot study and heuristic evaluation.
• Participants responded positively to the personalized recommendations and practical activities.
• Preliminary findings suggest that human-mediated AI guidance supports context-sensitive family preparedness while preserving parents' responsibility for interpreting, adapting, and communicating AI-generated information.

Key Concepts Mentioned

• artificial intelligence
• human-mediated AI guidance
• family emergency preparedness
• qualitative research
• semi-structured interviews
• co-design activities
• interactive prototype
• pilot study
• heuristic evaluation

Claims Made by the Document

• Human-mediated AI guidance may support context-sensitive family preparedness.
• Parents are responsible for interpreting, adapting, and communicating AI-generated information.

Evidence Used

• Findings identified challenges in family emergency preparedness
• Participants responded positively to the personalized recommendations and practical activities

Methods / Approach

• Qualitative research involving semi-structured interviews and co-design activities
• Design of an interactive prototype
• Pilot study and heuristic evaluation

Limitations Stated by the Authors

The study is based on a pilot study and heuristic evaluation, which may be limited in scale and representativeness.

Limitations Noted by the Agent

Agent interpretation — not from the source.

The research focus is on the specific AI-supported system called Ready Together. Further research would be necessary to evaluate the applicability of the human-mediated AI guidance framework in other contexts.

Open Questions

• What are the long-term effects of human-mediated AI guidance on family emergency preparedness?
• How can the human-mediated AI guidance framework be applied in other contexts beyond family emergency preparedness?

Notes for Future Q&A

May include interpretation. Labeled where it does.

The research provides preliminary findings suggesting benefits of human-mediated AI guidance for family emergency preparedness, but further research is needed to confirm these findings and explore their applicability in other contexts.

Raw Abstract / Excerpt

Artificial intelligence (AI) systems are increasingly used across domains to provide personalized information, recommendations, and decision support. However, in some contexts, AI-generated information may not be suitable for direct delivery to the final recipient. Instead, it may need to be interpreted, adapted, and communicated by a human who understands the recipient's needs, emotional state, and situational context. Human-AI interaction research has given less attention to situations in which a more knowledgeable human acts as an intermediary between an AI system and a less experienced or less informed recipient. We introduce the human-mediated AI guidance framework and explore it through Ready Together, an AI-supported family emergency preparedness system in which parents mediate AI-generated content for their children. The system is designed to provide personalized guidance and support parents in making emergency preparedness more interactive and understandable through guided activities and family-centered learning. The system design was informed by a qualitative, design-oriented research process involving semi-structured interviews and co-design activities. Findings identified challenges in family emergency preparedness, including difficulty discussing emergencies with children, uncertainty about providing appropriate explanations, and a preference for interactive learning activities. These findings informed the design of an interactive prototype, subsequently evaluated through a pilot study and a heuristic evaluation. Participants responded positively to the personalized recommendations and practical activities. Preliminary findings suggest that human-mediated AI guidance may support context-sensitive family preparedness while preserving parents' responsibility for interpreting, adapting, and communicating AI-generated information.