Author

Frank Liu

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Review Aug 2026

MDwAIstScheduler: Bringing On-Device Voice Documentation into Clinical Practice

Clinical documentation forces physicians to split attention between the patient and their keyboard, and much of it spills into uncom- pensated after-hours work. We present MDwAIstScheduler, a low- cost, belt-worn pipeline that lets a physician speak naturally dur- ing the encounter and have the resulting medications, a...

Diego Mardian, Frank Liu · 0 citations

Preprint Aug 2026

Demographic Injection in Medical Language Models under Diversity, Equity, and Inclusion Prompts

A side effect that misrepresents patients is measured: a one-sentence DEI prompt appended to a medical question leads models to add patient demographic attributes the question never stated, in effect rewriting who the patient is.

Diego Mardian, Frank Liu · 0 citations