Generation of sentence template graph from SOAP format medical documents

Naoya Onimura, Takanori Yamashita, Naoki Nakayama, Hidehisa Soejima, Sachio Hirokawa

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Clinical pathways are a fixed list of viewpoints todescribe patients' condition. An outcome of a clinical pathwayconsists of several assessments of observation items andinspection items, all of which represented as numerical data. Onthe other hand, free description medical records in the SOAPformat are valuable data that indicate health care worker'sassessments. Standardization of textual description is a key issuewhen integrating these types of medical data. This study extractscharacteristic word 2-grams as source of sentence templates. Weapplied SVM (Support Vector Machine) using each outcomesas positive data. We constructed a search engine for 123736pain variance outcomes. We conducted empirical experimentsto confirm the usefulness of the proposed method.

Original languageEnglish
Title of host publicationProceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
EditorsMary Yang, Hamid R. Arabnia, Leonidas Deligiannidis, Leonidas Deligiannidis
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages159-162
Number of pages4
ISBN (Electronic)9781509055104
DOIs
Publication statusPublished - Mar 17 2017
Event2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016 - Las Vegas, United States
Duration: Dec 15 2016Dec 17 2016

Publication series

NameProceedings - 2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016

Other

Other2016 International Conference on Computational Science and Computational Intelligence, CSCI 2016
CountryUnited States
CityLas Vegas
Period12/15/1612/17/16

All Science Journal Classification (ASJC) codes

  • Computer Science Applications
  • Information Systems
  • Health Informatics
  • Artificial Intelligence
  • Computer Networks and Communications

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