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Mariana de Oliveira

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Book Open access Jul 2026

A Multidimensional Approach to Usability Engineering, Clinical Performance and Human-AI Interaction in AI-Enabled Medical Devices

This project aims to establish robust methodologies for evaluating transparency and trust, integrating human factors and clinical performance into a multidimensional validation pipeline, ensuring that AI-enabled health solutions are clinically reliable, transparent, and compliant.

Mariana de Oliveira · 0 citations
Book Open access Jul 2026

Human-AI Interaction in Healthcare - A Manifesto for Improved Usability Evaluation

This position paper presents a manifesto for a longitudinal, three-fold methodological pivot in health human-AI interaction, and proposes moving beyond static satisfaction metrics towards relational metrics —Longitudinal Trust Calibration, Automation Bias Drift, and Error Recovery Velocity—that track the maturity and r...

Mariana de Oliveira, Célia F. Cruz, Nuno Matela · 0 citations

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