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All Journal International Journal of Electrical and Computer Engineering International Journal of Evaluation and Research in Education (IJERE) Media Kesehatan Masyarakat Indonesia NUTRIRE DIAITA Jurnal Kebijakan Kesehatan Indonesia UNEJ e-Proceeding JIPI (Jurnal Ilmu Perpustakaan dan Informasi) Public Health of Indonesia Indonesian Journal of Artificial Intelligence and Data Mining Jurnal Ilmiah Bidan Jurnal Manajemen Kesehatan Yayasan RS.Dr. Soetomo JOURNAL OF SCIENCE AND SOCIAL RESEARCH Jurnal Manajemen Informatika Jurnal Kesehatan Indonesia Jurnal Manajemen Informasi Kesehatan Indonesia (JMIKI) Indonesian of Health Information Management Journal (INOHIM) Health Information : Jurnal Penelitian PREPOTIF : Jurnal Kesehatan Masyarakat Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi) Jurnal Ners Jurnal Ilmiah Perekam dan Informasi Kesehatan Imelda (JIPIKI) Journal of Nursing and Public Health (JNPH) Indonesian Journal of Global Health research Jurnal Health Sains Jurnal Kesehatan Tambusai J-REMI : Jurnal Rekam Medik dan Informasi Kesehatan MAHESA : Malahayati Health Student Journal Health Publica : Jurnal Kesehatan Masyarakat International Journal of Science and Society (IJSOC) Jurnal Ilmu Kesehatan Masyarakat Malcom: Indonesian Journal of Machine Learning and Computer Science Jurnal Sosial dan Sains Indonesian Journal of Health Information Management Services (IJHIMS) International Journal of Health and Information System (IJHIS) Detector: Jurnal Inovasi Riset Ilmu Kesehatan Promotor: Jurnal Mahasiswa Kesehatan Masyarakat Al Makki Health Informatics Journal E-Amal: Jurnal Pengabdian Kepada Masyarakat Holistik Jurnal Kesehatan Jurnal Akuntansi, Ekonomi dan Manajemen Bisnis
Hosizah Hosizah
Universitas Esa Unggul
Agriculture, Biological Sciences & Forestry Humanities Astronomy Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

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Natural Language Processing for Enhancing Anamnesis Documentation in Typhoid Fever Cases Putri, Tacyah Kholifah; Nurmalasari, Mieke; Hosizah, Hosizah; Krismawati, Dewi; Panutun, Satria Bagus
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 1 (2025): March 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i1.33325

Abstract

The implementation of Natural Language Processing (NLP) is crucial for enhancing the quality of medical records. This study aimed to develop an NLP model to improve the accuracy of documenting disease anamnesis for typhoid fever. The problem addressed by this research is the difficulty in analyzing and classifying patient complaints recorded in electronic medical records, which can affect the accuracy of diagnosis and treatment. The urgency of this study lies in ensuring that documented medical information is used accurately to support diagnosis and patient management. A quantitative approach was used, focusing on electronic medical records of patients who underwent anti-salmonella IgM tests in 2023, involving 424 individuals. The study assessed the performance of three models: Support Vector Machines (SVM), Naive Bayes Bernoulli, and Logistic Regression. The SVM model achieved the highest accuracy at 81.4%, compared to 76.7% for Naive Bayes Bernoulli and 79.1% for Logistic Regression. Additionally, four topic models were identified, highlighting common complaint words and their impacts. The most frequently occurring symptoms in the anamnesis of typhoid fever were "defecation," "nausea," "vomiting," "fever," "diarrhea," "heartburn," "weakness," "loss of appetite," "abdominal pain," "cough," and "cold." This study demonstrates that the SVM model provides superior accuracy in analyzing medical records compared to other models.
Co-Authors Alumni STIKES Husada Borneo Amanda Ambarwati Andani, Evi Andry Aris Susanto Atmojowati, Fitria Azza, Azizatul Basuki Hari Darmawan, Lusiana Dedy Kurniawan desi aryani Dewi, Sukmala Duta Liana Endang Titi Amrihati, Endang Titi Fachmi Tamzil Firdayana Firdayana Fitrisia, Gita Hari Basuki Harna, Harna Hera Adrianti Herey, Peter Herliza Husni HILHAMI, HILHAMI Husni Abdul Muchlis Husni, Herliza Irmawan, - Jayanti Aswinasih Julianti, Anissa Julita D. L. Nainggolan JUS’AT, IDRUS Kendrastuti, Nungky Nurkasih Kholida Syiah Nasution Krismawati, Dewi Kuntoro Kuntoro Kuntoro Kuntoro Larasati , Dhiar Niken Latumapina, Stella Florence Imanuela Lazuardy, Achmad Sirri Lepong, Maria Lestari, Jayanti Lisda Novilia Mauren Michaela, Sarah Meo, maria Hiasinta Michaela, Sarah Mauren Mulyo Wiharto Munggaran, Rahayu Putri Muzdalifah, Ifah Nanda Dina Cahya Nauri Anggita Temesvari Nisa Rafilda Khafidah Noor Yulia Novi Mulyani Putri Nurhasanah, Raden Nurmalasari, Mieke Oktavianti, Putri Panutun, Satria Bagus Peter Herey Purwanti, Amalia Indah Puspita, Kori Putri, Tacyah Kholifah Qomarania, Witri Uama Rafidah, Arlien Rona Rahmawati Rahmawati Rahmawati, Danisa Ocha Rahmayani, Kamila Zainab Ramadhani, Rizky Ramdhan, Yanuar Ratna Indrawati, Ratna Resia Perwirani Rina Anindita Rina Mutiara Rina Mutiara, Rina Rina Yuliana Rischa Zahra Bellanisa Rosida, Putri Lailatul Rubina, Tirzhana Jean Rusman Efendi Salsabilla, Jihan Saskia Salshabila, Andini Dwi Saqil Ahmad Saragih, Pestaria Seiswati, Siswati Sella Yossiant Selviani, Selviani Silalahi, Rani Gartika Holivia Sri Rahayu STIKES Husada Borneo Sulistianingsih Sulistianingsih Sunarti Sutanto, Imam Tamzil, Fachmi Temesvari, Nauri Anggita Tita Ardianti Tria Saras Pertiwi Umi Khoirun Nisak Widjaja, Lily Widodo, Agus Widodo Witri Zuama Qomarania Wittri, Zalipa Yani Haida Shanti Yati Maryati Yoga Utomo Yulia, Noor Yunita Fauzia A. Yunita Fitri Widiyawati Yusnaeni Yusnaeni, Yusnaeni Zuama, Witri