Evaluation of a Digital Scribe: Conversation Summarization for Emergency Department Consultation Calls
Emre Sezgin,
Joseph Winstead Sirrianni,
Kelly Kranz
Abstract:Objective: We present a proof-of-concept digital scribe system as an Emergency Department (ED) consultation call-based clinical conversation summarization pipeline to support clinical documentation, and report its performance.
Materials and Methods: We use four pre-trained large language models to establish the digital scribe system: T5-small, T5-base, PEGASUS-PubMed, and BART-Large-CNN via zero-shot and fine-tuning approaches. Our dataset includes 100 referral conversations among ED clinicians and medical r… Show more
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