الباحثون

Jack Moriarty

المنشورات 2

نسخة أولية وصول مفتوح

Closing Ambient Clinical Documentation Gaps with Automated Provider Queries

Joseph Paul Cohen, Raj Shah, Han-Chin Shing وآخرون · 2026

Provider queries are clarifying requests sent by clinical documentation specialists to physicians to close gaps in the clinical note and ensure accurate billing. Prior work automates note drafting, ICD-10 coding, and order extraction assuming a complete transcript, leaving these gaps unaddressed. We study whether an LL …

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Decomposing Error and Style in Automated Clinical Coding

Han-Chin Shing, Jack Moriarty, Ryan Ware وآخرون · 2026

In automated clinical coding, where the label space spans tens of thousands of diagnosis and procedure codes, models are currently evaluated against a single gold annotation, treating any deviation as error. But we find when two teams code the same 110 ACI-Bench encounters, they agree on only 73% of codes (Jaccard simi …

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