Featured in Domain Arrivals · 2026-08-11
MED3pa: Teaching Clinical AI When to Stay Quiet
An open-source framework that audits clinical machine-learning models for low-confidence predictions and patient profiles where performance quietly breaks down.
Why it surfacedMED3pa moves beyond a single accuracy number, measuring confidence for individual patients and inspectable patient profiles. Its methodology is published open access in JAMIA, with the site reporting that withholding the least confident 7% of predictions improved sensitivity by 14.3% and AUC by 5.1% in internal validation.
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Lunch Through the Bee Veil
August 11’s newborn domains include a bee veil with a lockable lunch flap, a book designed to unfold over ten years, a Colombian missing-person and aid board, and a brick studio made by a dad and his 10-year-old co-founder.
This is one of 1,000 discoveries in the 2026-08-11 Domain Arrivals issue.