Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach

The result of the blood chemistry tests is usually presented in the form of a table written in abbreviations, numbers, and units. Unfortunately, the young doctors often require the time and experience for interpreting the blood chemistry tests into a textual representation, which is easy to read and...

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Main Authors: Indra Aulia, Sarah Purnamawati, Junianto Junianto
Format: Article
Language:English
Published: Diponegoro University 2020-01-01
Series:Jurnal Teknologi dan Sistem Komputer
Subjects:
Online Access:https://jtsiskom.undip.ac.id/index.php/jtsiskom/article/view/13310
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spelling doaj-911b3c3b173b4973a98397f69a2b9e032021-10-02T12:28:16ZengDiponegoro UniversityJurnal Teknologi dan Sistem Komputer2338-04032020-01-0181445310.14710/jtsiskom.8.1.2020.44-5312802Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approachIndra Aulia0https://orcid.org/0000-0002-6451-6204Sarah Purnamawati1Junianto Junianto2Program Studi Teknologi Informasi, Fakultas Ilmu Komputer dan Teknologi Informasi, Universitas Sumatera Utara, IndonesiaProgram Studi Teknologi Informasi, Fakultas Ilmu Komputer dan Teknologi Informasi, Universitas Sumatera Utara, IndonesiaDepartment of Information Technology, Faculty of Computer Science and Information Technology, Universitas Sumatera Utara, IndonesiaThe result of the blood chemistry tests is usually presented in the form of a table written in abbreviations, numbers, and units. Unfortunately, the young doctors often require the time and experience for interpreting the blood chemistry tests into a textual representation, which is easy to read and understand. Therefore, this research aimed at developing a system (BTISys) that can generate the textual representation in the Indonesian language automatically based on the blood chemistry test. BTISys generates the representation using Natural Language Generation (NLG) approach based on the r-template method. The reliability of BTISys is measured by considering the naturalness of generated textual representation. The naturalness can be observed by three criteria, such as readability, clarity, and general appropriateness. The reliability of BTISys is quite good to generate the textual representation automatically. It can be seen from the readability, clarity, and general appropriateness, which reach 73 %, 70 %, and 60 % respectively, that implies the naturalness of generated textual representation.https://jtsiskom.undip.ac.id/index.php/jtsiskom/article/view/13310pemeriksaan kimia darahnatural language generationtemplate basednaturalnessbahasa indonesia
collection DOAJ
language English
format Article
sources DOAJ
author Indra Aulia
Sarah Purnamawati
Junianto Junianto
spellingShingle Indra Aulia
Sarah Purnamawati
Junianto Junianto
Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
Jurnal Teknologi dan Sistem Komputer
pemeriksaan kimia darah
natural language generation
template based
naturalness
bahasa indonesia
author_facet Indra Aulia
Sarah Purnamawati
Junianto Junianto
author_sort Indra Aulia
title Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
title_short Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
title_full Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
title_fullStr Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
title_full_unstemmed Textual interpretation generation in Indonesian language based on blood chemistry tests data using r-template based approach
title_sort textual interpretation generation in indonesian language based on blood chemistry tests data using r-template based approach
publisher Diponegoro University
series Jurnal Teknologi dan Sistem Komputer
issn 2338-0403
publishDate 2020-01-01
description The result of the blood chemistry tests is usually presented in the form of a table written in abbreviations, numbers, and units. Unfortunately, the young doctors often require the time and experience for interpreting the blood chemistry tests into a textual representation, which is easy to read and understand. Therefore, this research aimed at developing a system (BTISys) that can generate the textual representation in the Indonesian language automatically based on the blood chemistry test. BTISys generates the representation using Natural Language Generation (NLG) approach based on the r-template method. The reliability of BTISys is measured by considering the naturalness of generated textual representation. The naturalness can be observed by three criteria, such as readability, clarity, and general appropriateness. The reliability of BTISys is quite good to generate the textual representation automatically. It can be seen from the readability, clarity, and general appropriateness, which reach 73 %, 70 %, and 60 % respectively, that implies the naturalness of generated textual representation.
topic pemeriksaan kimia darah
natural language generation
template based
naturalness
bahasa indonesia
url https://jtsiskom.undip.ac.id/index.php/jtsiskom/article/view/13310
work_keys_str_mv AT indraaulia textualinterpretationgenerationinindonesianlanguagebasedonbloodchemistrytestsdatausingrtemplatebasedapproach
AT sarahpurnamawati textualinterpretationgenerationinindonesianlanguagebasedonbloodchemistrytestsdatausingrtemplatebasedapproach
AT juniantojunianto textualinterpretationgenerationinindonesianlanguagebasedonbloodchemistrytestsdatausingrtemplatebasedapproach
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