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Responsible AI in Canadian Healthcare: Evaluation Frameworks, Challenges, and Policy Directions.
Foster Mawuli1, Aby Mathews Maluvelil2,3, John Akorlie1
1University of Ghana Medical Centre, Ghana.
Studies in Health Technology and Informatics
|February 13, 2026
Summary
Artificial intelligence (AI) in healthcare offers benefits but raises ethical concerns. Canada
Area of Science:
- Healthcare technology
- Artificial intelligence ethics
- Public health policy
Background:
- Artificial intelligence (AI) is revolutionizing healthcare delivery, impacting areas like medical imaging and predictive analytics.
- Despite AI's potential, significant concerns regarding fairness, transparency, accountability, and equity persist.
- Canada's public healthcare system and robust AI sector are actively developing responsible AI (RAI) frameworks.
Purpose of the Study:
- To conduct a scoping review of responsible AI (RAI) frameworks in Canadian healthcare.
- To identify existing strengths and persistent gaps in the governance and implementation of RAI in Canada.
Main Methods:
- A comprehensive scoping review methodology was employed.
- Literature search and synthesis focused on RAI in the Canadian healthcare context.
Main Results:
- Canada demonstrates a strong emphasis on interdisciplinary coalition-building for AI development.
- Significant focus is placed on workforce preparedness and AI training initiatives.
- Key gaps identified include the absence of robust post-market surveillance mechanisms for AI tools.
- Insufficient attention is paid to explicit equity safeguards and sustainable funding models for RAI implementation.
Conclusions:
- While Canada excels in fostering collaboration and preparing its workforce for AI in healthcare, critical governance and implementation gaps remain.
- The current frameworks lack essential components for ongoing monitoring, ensuring equity, and securing long-term financial viability.
- Addressing these deficiencies is crucial for the responsible and equitable integration of AI into Canada's healthcare system.
Keywords:
Artificial intelligenceEvaluation frameworksHealth policyHealthcare governanceResponsible AIMore Related Videos
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