Mark Riedl — Papers on Cortexa

arxivcs.HC2026-06-29

Drawing Out Legal Risks: Co-Designing with Lawyers to Predict and Manage Legal Uncertainties of Medical AI Tools

Gennie Mansi, Julia Kim, Michael Rosenbloom, Mark Riedl

While there's optimism around medical AI tools due to their abilities to adapt from user-to-user and across environments, these new abilities complicate how people and organizations are able to predict and manage risk based on existing laws and regulations. Lawyers are trained to…

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arxivcs.HC2026-06-29

Concept Catalyst: Exploring Scrutable Interfaces to Structure K-12 Teacher Interactions with Generative AI

Gennie Mansi, Sunni Newton, Roxanne Moore, Meltem Alemdar, Mark Riedl

Purpose: This paper explores how to align AI-based tools with teachers' classroom needs by using scrutable interfaces -- interfaces that link an easily manipulable knowledge representation to an underlying AI model, so users can change the system's outputs without understanding i…

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