3 papers
cs.CL2026
Closing Ambient Clinical Documentation Gaps with Automated Provider Queries
Joseph Paul Cohen, Raj Shah, Han-Chin Shing +4
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 automat…
cs.CL2026
Decomposing Error and Style in Automated Clinical Coding
Han-Chin Shing, Jack Moriarty, Ryan Ware +6
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, treat…
cs.CL2025
Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization
Suhas BN, Han-Chin Shing, Lei Xu +9
Hallucinations in large language models (LLMs) during summarization of patient-clinician dialogues pose significant risks to patient care and clinical decision-making. However, the…