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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 .
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

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

Jessica Rahman   1 , PhD ;   Alana Delaforce   2, 3 , PhD ;   DanaKai Bradford   2 , PhD ;   Jane Li   1 , PhD ;   Farah Magrabi   4 , PhD ;   David Cook   2, 5 , PhD ;   Aida Brankovic   2 , PhD

1 Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Sydney, New South Wales, Australia

2 Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO), Brisbane, Queensland, Australia

3 School of Nursing and Midwifery, Griffith University, Brisbane, Australia

4 Australian Institute of Health Innovation, Macquarie University, Sydney, Australia

5 Intensive Care Unit, Princess Alexandra Hospital, Brisbane, Australia

Corresponding Author:

  • Jessica Rahman, PhD
  • Australian e-Health Research Centre, Commonwealth Scientific and Industrial Research Organisation (CSIRO)
  • 160 Hawkesbury Road
  • Sydney, New South Wales 2145
  • Australia
  • Phone: 61 2 9325 3016
  • Email: jessica.rahman@csiro.au