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Ethics of Using and Sharing Clinical Imaging Data for Artificial Intelligence: A Proposed Framework
David B Larson1, David C Magnus1, Matthew P Lungren1
1From the Department of Radiology, Stanford University School of Medicine, 300 Pasteur Dr, Stanford, CA 94305-5105.
Clinical data should be a public good for developing artificial intelligence (AI) applications, benefiting future patients. Data stewards must balance privacy with broad access, deeming exclusive data sales unethical.
Area of Science:
- Bioethics
- Health Informatics
- Artificial Intelligence Ethics
Background:
- Clinical data's secondary use for AI development raises ethical questions.
- Existing frameworks emphasize a moral obligation to improve healthcare systems.
- The concept of data ownership in healthcare is debated.
Purpose of the Study:
- To propose an ethical framework for the use and sharing of clinical data in AI development.
- To extend existing ethical obligations to the secondary use of clinical data.
- To define responsibilities for data stewards in managing clinical data for AI.
Main Methods:
- Philosophical analysis of data use and stewardship.
- Extension of Faden et al.'s (2013) framework on contributing to healthcare improvement.
- Proposal of a data stewardship model with fiduciary responsibilities.
Main Results:
- Clinical data, after its primary use for care, should be treated as a public good.
- Individuals and entities accessing clinical data are proposed as data stewards.
- Ethical guidelines suggest patient consent may not be required for secondary AI use if costly, provided safeguards exist.
Conclusions:
- Clinical data is not owned but is a resource with obligations for societal benefit.
- Data stewards must prioritize patient privacy and public benefit for AI development.
- The framework discourages the commercialization of clinical data through exclusive agreements.
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