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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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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