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The HALO Model: A Learning Health System Framework for Artificial Intelligence

Adrian H Zai1, Mohammad Adibuzzaman2, David D McManus1,3

  • 1UMass Chan Medical School Worcester Massachusetts USA.

Learning Health Systems
|June 11, 2026
PubMed
Summary

The Health AI Learning and Oversight (HALO) model integrates artificial intelligence (AI) lifecycle management and assurance into Learning Health Systems (LHS). This framework enables safe, sustainable AI integration and continuous learning in healthcare.

Keywords:
AI governanceartificial intelligencelearning health system

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