Voice-dictated versus typed-in clinician notes: linguistic properties and the potential implications on natural language processing.
Year: 2011
Type: conference-paper
Abstract: In this study, we comparatively examined the linguistic properties of narrative clinician notes created through voice dictation versus those directly entered by clinicians via a computer keyboard. Intuitively, the nature of voice-dictated notes would resemble that of natural language, while typed-in notes may demonstrate distinctive language features for reasons such as intensive usage of acronyms. The study analyses were based on an empirical dataset retrieved from our institutional electronic health records system. The dataset contains 30,000 voice-dictated notes and 30,000 notes that were entered manually; both were encounter notes generated in ambulatory care settings. The results suggest that between the narrative clinician notes created via these two different methods, there exists a considerable amount of lexical and distributional differences. Such differences could have a significant impact on the performance of natural language processing tools, necessitating these two different types of documents being differentially treated.
Source: PubMed
Authors: Kai Zheng, Qiaozhu Mei, Lei Yang, Frank J Manion, Ulysses J Balis, David A Hanauer
Institution: University of Michigan
Language: English
Subfield: Health Information Management
Field: Health Professions
Domain: Health Sciences
Open Access status: green
Funder: National Institutes of Health
OpenAlex ID: W2415725804
