https://abhiraj.pages.dev/tags/trustworthy-ai/Recent content in Trustworthy AI on Abhiraj BibharHugoenThu, 01 May 2025 00:00:00 +0000https://abhiraj.pages.dev/publications/human-in-the-loop-trustworthy-ai/Thu, 01 May 2025 00:00:00 +0000https://abhiraj.pages.dev/publications/human-in-the-loop-trustworthy-ai/<h2 id="abstract">Abstract</h2> <p>We report on a mixed-methods study of 48 clinicians interacting with three AI-assisted diagnostic interfaces that varied in how they presented model confidence and supporting evidence. Confidence calibration displays significantly improved appropriate reliance on model suggestions, and clinicians consistently preferred interfaces that surfaced underlying evidence rather than raw confidence scores. Time pressure substantially altered how much clinicians engaged with explanatory content — a factor largely absent from prior lab-based evaluations of AI decision support.</p>