15 citations · 24 across the 7 of their papers we have counts for
8 papers
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…
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…
Toward Reliable Clinical Coding with Language Models: Verification and Lightweight Adaptation
Zhangdie Yuan, Han-Chin Shing, Mitch Strong +1
Accurate clinical coding is essential for healthcare documentation, billing, and decision-making. While prior work shows that off-the-shelf LLMs struggle with this task, evaluation…
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…
Entity Anchored ICD Coding
Jay DeYoung, Han-Chin Shing, Luyang Kong +2
Medical coding is a complex task, requiring assignment of a subset of over 72,000 ICD codes to a patient's notes. Modern natural language processing approaches to these tasks have…
Learning to Revise References for Faithful Summarization
Griffin Adams, Han-Chin Shing, Qing Sun +3
In real-world scenarios with naturally occurring datasets, reference summaries are noisy and may contain information that cannot be inferred from the source text. On large news cor…
Towards Clinical Encounter Summarization: Learning to Compose Discharge Summaries from Prior Notes
Han-Chin Shing, Chaitanya Shivade, Nima Pourdamghani +4
The records of a clinical encounter can be extensive and complex, thus placing a premium on tools that can extract and summarize relevant information. This paper introduces the tas…
Assigning Medical Codes at the Encounter Level by Paying Attention to Documents
Han-Chin Shing, Guoli Wang, Philip Resnik
The vast majority of research in computer assisted medical coding focuses on coding at the document level, but a substantial proportion of medical coding in the real world involves…