I read with interest HHS’s request for public input on how regulation, reimbursement, and research and development can accelerate the adoption of artificial intelligence in clinical care. As someone who began his career as a software engineer, then became a practicing physician, and later founded a clinical AI company, I welcome this moment. It is overdue, and it is also fragile.

The promise of efficiency over autonomous medicine

AI’s greatest opportunity …

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Value-based care represents one of health care’s most important transformations, driving hospitals and health systems to focus on outcomes that truly matter. To succeed in this model, organizations must track and improve their performance metrics continuously, making data health care’s most valuable currency. It is the foundation for improving patient care, reducing complications, and optimizing resource allocation. Yet despite the growing volume of performance metrics being collected, a critical gap …

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