Adarsh K Gupta, DO — Physician | AI Evaluator | Author

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Clinical AI Brief

Every other week: evaluation, evidence, safety, and behavior change in health AI. For AI builders, evaluation teams, and clinician learners. HabitRx is live. CertaintyGrade is Early access.

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· FDA & CE clearance status· Explainability & black-box risk· Training data demographics· Physician-in-the-loop requirements· Real-world vs. trial performance· Adverse event reporting

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Past Issues

Issue #1 · November 7, 2026

The AI Stethoscope Reality Check

Eko DUO + AI

1,614 FDA-cleared AI devices. CMS reimburses 10. What the UK trial actually found about Eko DUO — and what the reimbursement gap means for every physician considering AI tools.

Teaching case: Red Flag #3 — Training data demographics

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Up next · Issue #2

99.3% Sensitive, Zero FDA Clearances

Spotlight: DermEngine (MetaOptima)

Sends Nov 21

The framework

Clinical AI Red Flags: The 7 Questions a Physician Evaluator Asks Before Your Health AI Launches

Each issue applies a physician-built evaluation framework to one question or tool, so builders and clinician learners can compare the evidence, the safety boundary, and the behavior the product may encourage.

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