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Machine Learning-based Natural Language Processing Algorithms and Electronic Health Records Data
Machine Learning-based Natural Language Processing Algorithms and Electronic Health Records Data

Author(s): Elena-Alexandra Costea
Subject(s): Language and Literature Studies, Health and medicine and law
Published by: Addleton Academic Publishers
Keywords: electronic health record; machine learning;natural language processing;

Summary/Abstract: I develop a conceptual framework based on a systematic and comprehensive literature review on the relationship between machine learning-based natural language processing (NLP) algorithms and electronic health records data. Building my argument by drawing on data collected from 3M Health Information Systems, Maruti Techlabs, McKinsey, Mindfields, and TDWI, I performed analyses and made estimates regarding immediate benefits healthcare organizations can get by leveraging NLP (%, relevance). The data for this research were gathered via an online survey questionnaire and were analyzed through structural equation modeling on a sample of 4,200 respondents.

  • Issue Year: 2020
  • Issue No: 19
  • Page Range: 93-99
  • Page Count: 7
  • Language: English