Web-Based Expert System for Typhoid Fever Diagnosis Using Forward Chaining Method
DOI:
https://doi.org/10.22303/csrid-.18.1.2026.148-161Keywords:
Expert System, Typhoid Fever, Forward Chaining, Medical DiagnosisAbstract
Typhoid fever is a digestive system infection caused by Salmonella Typhi and remains a significant health problem in Indonesia due to symptom similarities with other diseases, which often lead to delayed early diagnosis. This study aims to develop a web-based expert system to support early diagnosis of typhoid fever using the Forward Chaining method. The knowledge base was constructed through medical literature review and expert validation by an internal medicine specialist and represented using IF–THEN production rules. The system utilizes six main symptoms and seven disease conditions processed through a forward chaining inference mechanism to generate diagnostic conclusions automatically. System evaluation was conducted using 146 case datasets through Black Box Testing, White Box Testing, and Known Case Testing. The results show a diagnostic accuracy of 87.88%, while white box testing achieved 100% logical correctness. The findings indicate that the Forward Chaining method effectively performs symptom-based reasoning and can support structured early diagnosis of typhoid fever.
References
World Health Organization. (2023a). Typhoid. https://www.who.int/news-room/fact-sheets/detail/typhoid
World Health Organization. (2023b). Typhoid overview. https://www.who.int/health-topics/typhoid
ShiTongdeng, Y., & You, K. (2025). Global trends in typhoid and paratyphoid and antimicrobial resistance burden: A trend analysis study from 1990 to 2021. Frontiers in Medicine, 12, 1588507. https://doi.org/10.3389/fmed.2025.1588507
Rahman, S. I. A., et al. (2025). Comparative epidemiology of Salmonella enterica serovars Typhi and Paratyphi A causing enteric fever. Emerging Infectious Diseases, 31(10).
Nizamuddin, S., Khan, E. A., Chattaway, M. A., & Godbole, G. (2023). Case of carbapenem-resistant Salmonella Typhi infection, Pakistan, 2022. Emerging Infectious Diseases, 29(11), 2395–2397. https://doi.org/10.3201/eid2911.230499
Masasila, N. H., & Ngeleja, R. C. (2023). Mathematical analysis of the role of information on the dynamics of typhoid fever. arXiv Preprint. https://arxiv.org/abs/2310.09825
Daulay, S. A., Subagio, S., & Ritonga, W. A. (2024). Expert system to diagnose diseases in the human digestive system using the forward chaining method: Case study of Puskesmas Hutagodang Health Center. U-Net Jurnal Teknik Informatika, 8(2), 22–28.
Pane, S. R., Subagio, S., & Ritonga, W. A. (2024). Sistem pakar deteksi penyakit jagung dengan metode forward chaining di Kelompok Tani Lestari Desa Bandar Kumbul. U-Net Jurnal Teknik Informatika, 8(1).
Delvina, P., Pasaribu, A., & Subagio, S. (2024). Expert system for diagnosis of diseases of celery plants with forward chaining method in Group Simporik Village Farmer. U-Net Jurnal Teknik Informatika, 8(1), 61–69.
Subagio, S. (2025). Pemrograman web Dreamweaver. PT Inovasi Pratama Indonesia.
Astawan, W. J., & Sofyandi, A. (2024). Hubungan kualitas air minum dengan kejadian diare pada balita di wilayah kerja Puskesmas Masbagik Baru. Empiricism Journal, 5(1), 119–126.
Susanto, S., Pradigta, M. D. I., Winarto, S., & Azhari, F. M. (2024). Pendampingan kegiatan pengelolaan kualitas air bersih dalam program penyediaan air minum dan sanitasi berbasis masyarakat di Desa Sidomulyo, Kediri. Jurnal Pengabdian Kepada Masyarakat Nusantara, 5(2), 1833–1840.
Keliat, I. E. P. B., & Daulay, S. R. (2021). Analisis kualitas air sumur sekitar persawahan di Perumahan Regency Wahidin Kota Binjai, Sumatera Utara. Prosiding Seminar Nasional, 2(1), 112–115.
Marhamah, A. N., Santoso, B., & Santoso, B. (2020). Kualitas air minum isi ulang pada depot air minum di Kabupaten Manokwari Selatan. Cassowary, 3(1), 61–71.
Permana, B., et al. (2020). Analisis sifat fisika dan derajat keasaman terhadap kualitas air minum isi ulang 20 rumah RW 01 di Kampung Cilember Desa Jogjogan Kecamatan Cisarua Kabupaten Bogor. Risenologi, 5(1).
Putra, N. C., Jayanta, J., & Widiastiwi, Y. (2020). Penerapan logika fuzzy untuk mendeteksi kualitas air higiene sanitasi menggunakan metode Sugeno (Studi kasus: Air tanah Kota Bekasi). In Prosiding SENAMIKA (pp. 693–706).









