Author

Nuno Matela

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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 resilience of the human-AI partnership.

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

#explainable ai Review Open access Aug 2026

Transparency and Explainability in Human Factors — A Systematic Review of Usability Assessment Practices for AI Medical Devices

Results identify a "symmetry of modality": qualitative interviews correlate with written text explanations, while Think-Aloud protocols better assess cognitively demanding tools like SHAP values.

M. A. D. De Oliveira, Constança Roquette, Nuno Matela et al. · Proceedings of the Internati... · 0 citations