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User-Centered Design of LLM-Based Proactive Systems: A Scoping Review

https://doi.org/10.2139/ssrn.5982734
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Artificial Intelligence and Community Well-being: A Proposal for an Emerging Area of Research
inferredcites →https://doi.org/10.1007/s42413-020-00086-3openalex-snapshot
Aligning AI Optimization to Community Well-Being
inferredcites →https://doi.org/10.1016/j.riob.2008.04.002openalex-snapshot
The dynamics of proactivity at work
inferredcites →https://doi.org/10.1017/s0269888908001379openalex-snapshot
User-centered evaluation of adaptive and adaptable systems: a literature review
inferredcites →https://doi.org/10.1080/10447318.2016.1198525openalex-snapshot
Interrupted by Your Pupil: An Interruption Management System Based on Pupil Dilation
inferredcites →https://doi.org/10.1080/10447318.2019.1619259openalex-snapshot
Seven HCI Grand Challenges
inferredcites →https://doi.org/10.1080/10447318.2025.2450411openalex-snapshot
Seven HCI Grand Challenges Revisited: Five-Year Progress
inferredcites →https://doi.org/10.1080/10447318.2025.2607553openalex-snapshot
A Review of Prompt Engineering Techniques for Large Language Models
inferredcites →https://doi.org/10.1080/10447318.2026.2632151openalex-snapshot
Machine Learning Methods for Cognitive Load Analysis and Classification in Aviation: A Systematic Review
inferredcites →https://doi.org/10.1093/scan/nsw003openalex-snapshot
Interpreting ambiguous social cues in unpredictable contexts
inferredcites →https://doi.org/10.1109/3468.844354openalex-snapshot
A model for types and levels of human interaction with automation
inferredcites →https://doi.org/10.1109/5254.796083openalex-snapshot
Mixed-initiative interaction
inferredcites →https://doi.org/10.1145/1057237.1057243openalex-snapshot
Predicting human interruptibility with sensors
inferredcites →https://doi.org/10.1145/2632048.2632062openalex-snapshot
InterruptMe
inferredcites →https://doi.org/10.1145/2750858.2807544openalex-snapshot
Designing content-driven intelligent notification mechanisms for mobile applications
inferredcites →https://doi.org/10.1145/302979.303030openalex-snapshot
Principles of mixed-initiative user interfaces
inferredcites →https://doi.org/10.1145/3699765openalex-snapshot
DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge
inferredcites →https://doi.org/10.1145/3703155openalex-snapshot
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
inferredcites →https://doi.org/10.1145/3708359.3712089openalex-snapshot
Controlling AI Agent Participation in Group Conversations: A Human-Centered Approach
inferredcites →https://doi.org/10.1145/3708359.3712093openalex-snapshot
Navigating the Unknown: A Chat-Based Collaborative Interface for Personalized Exploratory Tasks
inferredcites →https://doi.org/10.1145/3715097openalex-snapshot
Proactive Conversational AI: A Comprehensive Survey of Advancements and Opportunities
inferredcites →https://doi.org/10.1145/3744746openalex-snapshot
A Comprehensive Overview of Large Language Models
inferredcites →https://doi.org/10.1145/3757549openalex-snapshot
AI That Helps Us Help Each Other: A Proactive System for Scaffolding Mentor-Novice Collaboration in Entrepreneurship Coaching
inferredcites →https://doi.org/10.1207/s15327884mca0503_3openalex-snapshot
How to Study Thinking in Everyday Life: Contrasting Think-Aloud Protocols With Descriptions and Explanations of Thinking
inferredcites →https://doi.org/10.7326/m18-0850openalex-snapshot
PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.