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This paper is in the following e-collection/theme issue:

Focus Groups and Qualitative Research for Human Factors Research (1510) Clinical Information and Decision Making (3576) Decision Support for Health Professionals (2145) Artificial Intelligence (4584) Applications of AI (876) Responsible Health AI (205)

Published on in Vol 13 (2026)

This is a member publication of CSIRO, Australian e-Health Research Centre, Sydney, Australia

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/81460, first published .
Doctor showing medical scan on tablet to colleague in modern clinic

The Role of Explanations in AI-Generated Alerts: Qualitative Study of Clinical Views on Explainable AI in Predictive Tools

The Role of Explanations in AI-Generated Alerts: Qualitative Study of Clinical Views on Explainable AI in Predictive Tools

Authors of this article:

Jessica Rahman1 Author Orcid Image ;   Alana Delaforce2, 3 Author Orcid Image ;   DanaKai Bradford2 Author Orcid Image ;   Jane Li1 Author Orcid Image ;   Farah Magrabi4 Author Orcid Image ;   David Cook2, 5 Author Orcid Image ;   Aida Brankovic2 Author Orcid Image
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Journals

  1. Cadena-Yanez M, Bernardini A, Gómez M. Towards HCXAI: Explainability Preferences of Healthcare Professionals. AI 2026;7(7):247 View