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

Artificial Intelligence (4901) Ethics, Privacy, and Legal Issues (825) Clinical Informatics (2343) Security in Digital Health (85) Responsible Health AI (242) AI Governance and Policy (72) Ambient AI Scribes and AI-Driven Documentation Technologies (112)

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 .
AI brain with data streams and warning symbol

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 (10) Tweetations (7) Metrics

Journals

  1. Kumar S, Pandey Y, Verma S, Jee Pandey O, Cenkeramaddi L. Security and Privacy of Cyber-Physical System in Healthcare Domain: A Comprehensive Survey. Archives of Computational Methods in Engineering 2026 View
  2. Yin X, Song H, Moreira J, Song C, Sun Y. Exploring perceptions of data risks in AI-enabled nursing research: A qualitative study. DIGITAL HEALTH 2026;12 View
  3. Bernau R, Buuck T, Degener L, Mühlenfeld H, Roos M, Steinhäuser J, Ostendorf T, Weinert K, Winter B. Hausärztliche Primärversorgung – Garant für unser Gesundheitssystem. Zeitschrift für Allgemeinmedizin 2026 View
  4. Iwasaki M. Defensive Discrimination and the Cyber-Bioethics of Federated Learning in Healthcare. The American Journal of Bioethics 2026;26(8):145 View
  5. Prakash P, Juneja M, Archita , Kaur H, Gopinathan N, Jindal P. Advances in EMG, EEG, and Hybrid-Based Prosthetic Arm Control: A Comprehensive Review on Machine Learning, Deep Learning, and Multimodal Approaches. Archives of Computational Methods in Engineering 2026 View
  6. Basaldua Galarza A, Gamarra-Moreno A, Quispe Bautista W, Rojas Guillén J. AI-Enabled Healthcare Systems: A Scoping Review of Socio-Technical, Governance, and Implementation Challenges. Systems 2026;14(9):1124 View

Books/Policy Documents

  1. Artuso D, Lax G. Information Processing and Management of Uncertainty in Knowledge-Based Systems. View
  2. Pal K. Navigating Accountability and Human Rights in AI-Powered Supply Chains. View
  3. Koshiya H, Gehlawat M, Girdhar S, Kumar P. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats, Volume 5 [Working Title]. View

Conference Proceedings

  1. Fernandez E, Abtahi F, Seoane F. 2026 11th International Conference on Smart and Sustainable Technologies (SpliTech). Benchmarking Process Model Representations for the LLM-Driven HealthProcessAI Framework View