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Research notes
How the DentalMind pipeline is built, why it's built that way, and how it compares to the rest of dental AI.
EngineeringNovember 3, 2025· 5 min read
Why dental AI tools have a false positive problem — and how we fixed it
A look at why detection-only dental AI erodes clinician trust, and how DentalMind's C2 consistency filter catches false positives before they reach a dentist.
Read postResearchOctober 18, 2025· 4 min read
From CBCT to bitewing: how one 3D scan trains five 2D models
How DRR generation turns a single labeled CBCT volume into hundreds of free 2D training images, and why that makes joint 2D+3D training worth the engineering cost.
Read postIndustrySeptember 22, 2025· 5 min read
What Pearl, Overjet, and VideaHealth get right — and what's missing
An honest look at the leading dental AI vendors — what they've genuinely solved, and the structural gaps DentalMind is built to close.
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