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

Artificial Intelligence (2212) Ethics, Privacy, and Legal Issues (630) Security in Digital Health (55) AI Governance and Policy (22) Responsible Health AI (62) Clinical Informatics (1363)

Published on in Vol 28 (2026)

This is a member publication of Bibsam Consortium

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/87969, first published .
Data Poisoning Vulnerabilities Across Health Care Artificial Intelligence Architectures: Analytical Security Framework and Defense Strategies

Data Poisoning Vulnerabilities Across Health Care Artificial Intelligence Architectures: Analytical Security Framework and Defense Strategies

Data Poisoning Vulnerabilities Across Health Care Artificial Intelligence Architectures: Analytical Security Framework and Defense Strategies

Authors of this article:

Farhad Abtahi1, 2, 3 Author Orcid Image ;   Fernando Seoane1, 3, 4, 5 Author Orcid Image ;   Ivan Pau6 Author Orcid Image ;   Mario Vega-Barbas6 Author Orcid Image
Article Authors Cited by Tweetations (4) Metrics

Farhad Abtahi   1, 2, 3 , PhD ;   Fernando Seoane   1, 3, 4, 5 , PhD ;   Ivan Pau   6 , PhD ;   Mario Vega-Barbas   6 , PhD

1 Department of Clinical Science, Intervention and Technology, Karolinska Institutet, Huddinge, Stockholm, Sweden

2 Department of Biomedical Engineering and Health Systems, KTH Royal Institute of Technology, Huddinge, Stockholm, Sweden

3 Department of Clinical Physiology, Karolinska University Hospital, Huddinge, Stockholm, Sweden

4 Department of Medical Technology, Karolinska University Hospital, Stockholm, Sweden

5 Department of Textile Technology, University of Borås, Borås, Västra Götaland, Sweden

6 ETSIS de Telecomunicación, Universidad Politécnica de Madrid, Madrid, Madrid, Spain

Corresponding Author:

  • Farhad Abtahi, PhD
  • Department of Clinical Science, Intervention and Technology
  • Karolinska Institutet
  • Alfred Nobels Allé 8
  • Huddinge, Stockholm 14152
  • Sweden
  • Phone: 46 8 524 838 01
  • Email: farhad.abtahi@ki.se