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

Digital Health Reviews (3918) Quality Improvement (389) Theories, Models, and Frameworks in Human Factors (156) Artificial Intelligence (5108)

Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/87448, first published .
Doctor in scrubs touches screen displaying medical scans: heart, brain, DNA, skeleton.

Artificial Intelligence Governance in Health Systems: Systematic Review of Frameworks and Integrative Model Proposal

Artificial Intelligence Governance in Health Systems: Systematic Review of Frameworks and Integrative Model Proposal

Authors of this article:

Hassane Alami1, 2 Author Orcid Image ;   Renata Pozelli Sabio1 Author Orcid Image ;   Elsury Johanna Pérez1 Author Orcid Image ;   Marie-Pierre Gagnon3 Author Orcid Image ;   Lyse Langlois4 Author Orcid Image ;   Jean-Louis Denis5 Author Orcid Image ;   Kathy Malas1, 6 Author Orcid Image ;   Lysanne Rivard1 Author Orcid Image ;   Mathilde Savoldelli1, 7 Author Orcid Image ;   Mohamed Ali Ag Ahmed1, 8 Author Orcid Image ;   Jean-Paul Fortin9 Author Orcid Image
Article Authors Cited by (5) Tweetations (6) Metrics

Journals

  1. Kim D, Park J, Kang M. Regulatory-Ready AI in Pharmaceutical Sciences: An Umbrella Review of Explainability, Reproducibility, Bias, Validation, and Governance Readiness. International Journal of Pharmaceutical And Phytopharmacological Research 2026;16(1):19 View
  2. Adam M, Axmed Osmaan A, Mohamed M, Cali M, Khalif I. Predicting pandemics, predicting people: the ethical limits of AI-powered public health surveillance. Frontiers in Public Health 2026;14 View
  3. Haque A. Responsible AI Governance as an Organisational Capability: A Theory-Building Integrative Review for Sustainable Organisations. Sustainability 2026;18(20):10501 View
  4. Li Z, Zhu W, Jiang L, Wei X, Zhou J, Yang W, Zhong B, Hu Q. Decision-Architecture Dependence and Patient-Gender-Conditioned Allocation in Large-Language-Model-Assisted Nursing Allocation: A Multi-Model Counterfactual Audit. Healthcare 2026;14(20):3549 View
  5. Imani M, Imani A. Keeping clinical evidence current as medical artificial intelligence systems change. Discover Artificial Intelligence 2026;6(1) View