Web-Based Expert System for Stroke Diagnosis Using Certainty Factor Method at Pondok Aren Hospital
DOI:
https://doi.org/10.62712/juktisi.v5i2.1583Keywords:
Stroke, Expert System, Certainty Factor, Early Detection, Web-based SystemAbstract
Stroke is a central nervous system disorder that ranks among the leading causes of disability and mortality worldwide, including in Indonesia. Early diagnosis plays a critical role in reducing the risk of severe complications. However, in practice, the initial diagnostic process is often hindered by uncertainty in symptom interpretation and the limited ability of medical personnel to provide objective assessments. To address this issue, this study developed a web-based expert system designed to assist in the early detection of stroke using the Certainty Factor (CF) method. This method was selected for its effectiveness in handling uncertainty by calculating confidence values based on a combination of MB (Measure of Belief) and MD (Measure of Disbelief), adjusted according to user input. The system was built using PHP programming language and MySQL database, allowing flexible access and multi-user support for both administrators and healthcare providers. Testing results indicate that the system can generate predictive diagnosis outcomes with a confidence limit 30%, in accordance with the internal policy of pondok aren regional hospital to ensure that the system functions solely as a screening tool. The system achieved an accuracy rate of 27% in testing, and all features operated as expected based on black-box testing, indicating thet it is suitable for use as an early diagnosis support tool. Therefore, this system is expected to assist healthcare professionals at pondok aren regional hospital in conducting initial stroke assessments digitally, quickly, and in a structured manner.
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[1] A. Mulyani, D. Kurniadi, and S. I. Multajam, “Penerapan Metode Certainty Factor pada Sistem Pakar Diagnosis Penyakit Difteri Berbasis Web,” Teknika, vol. 12, no. 3, pp. 205–211, Oct. 2023, doi: https://doi.org/10.34148/teknika.v12i3.686.
[2] M. Afdhal and Rita, “Sistem Pakar Diagnosa Penyakit Hiperlipidemia Menggunakan Metode Certainty Factor Berbasis Web,” J. KomtekInfo, pp. 133–139, Dec. 2022, doi: https://doi.org/10.35134/komtekinfo.v9i4.321.
[3] P. et al. Balasundaram, “Study on Public Awareness of Stroke Risk Factors, Symptoms, Treatment and Rehabilitation,” J. Med. Sci., pp. 878–887, 2024.
[4] Z. Ahmed, F. Chaudhary, and D. K. Agrawal, “Epidemiology, Pathophysiology, and Current Treatment Strategies in Stroke,” Cardiol. Cardiovasc. Med., vol. 8, no. 4, pp. 389–404, 2024, doi: https://doi.org/10.26502/fccm.92920399.
[5] S. Narulita, A. Nugroho, and M. Z. Abdillah, “Diagram Unified Modelling Language (UML) untuk Perancangan Sistem,” J. Sist. Inf. dan Telekomun., pp. 244–256, 2024.
[6] M. Aldjawad, S. Andryana, and Andrianingsih, “Penerapan Metode Perbandingan Dempster-Shafer dengan Certainty Factor pada Sistem Deteksi Dini Penyakit Alzheimer Berbasis Web,” J. JTIK, pp. 145–152, 2021.
[7] V. Arinal and N. I. Simarmata, “Sistem Pakar untuk Mendiagnosis Tumor Otak Menggunakan Metode Certainty Factor,” Publ. Tek. Inform. dan Jar., pp. 1–7, 2025.
[8] A. Zalukhu, S. Purba, and D. Darma, “Perangkat Lunak Aplikasi Pembelajaran Flowchart,” J. Teknol. Inf. dan Ind., pp. 61–70, 2023.
[9] V. V Laku, P. Hasan, and E. Pawan, “Expert System for Stunting Diagnosis in Children Using Certainty Factor Method,” Int. J. Appl. Res. Sustain. Sci., pp. 315–328, 2024.
[10] F. Karim, G. W. Nurcahyo, and Sumijan, “Sistem Pakar Identifikasi Gejala Stroke Menggunakan Metode Naive Bayes,” J. Sist. Inf. dan Teknol., pp. 221–226, 2021.
[11] C. Aysegul and U. Y. Oznur, “Awareness among Stroke Survivors about Stroke Risk Factors,” Int. J. Caring Sci., pp. 451–456, 2023.
[12] R. Akbar, “Perancangan Sistem Pakar Diagnosa Potensi Serangan Stroke Berbasis Java,” J. Perencanaan, Sains, Teknol. dan Komput., pp. 213–231, 2021.
[13] K. Dewi, E. Kurniawan, and S. Sudarmin, “Design Of Expert System Based On Certainty Factor Algorithm In Diagnosis Of Cholesterol Level In Adolescents,” J. Tek. Inform., vol. 3, no. 6, pp. 1557–1564, Dec. 2022, doi: https://doi.org/10.20884/1.jutif.2022.3.6.387.
[14] K. M. Sukiakhy, Z. Zulfan, and O. Aulia, “Penerapan Metode Certainty Factor Pada Sistem Pakar Diagnosa Gangguan Mental Pada Anak Berbasis Web,” Cybersp. J. Pendidik. Teknol. Inf., vol. 6, no. 2, p. 119, Oct. 2022, doi: https://doi.org/10.22373/cj.v6i2.14195.
[15] D. Yolanda, D. Derisma, and D. Yendri, “Penerapan Metode Certainty Factor Dalam Sistem Pendeteksi Risiko Hipertensi Berbasis Smartphone,” J. Telekomun. dan Komput., vol. 11, no. 1, p. 37, Apr. 2021, doi: https://doi.org/10.22441/incomtech.v11i1.9969.
[16] A. A. A. Karim and H. Fernandy, “Sistem Pakar Diagnosa Penyakit Ayam Kampung Menggunakan Metode Forward Chaining,” Inf. Syst. Educ. Prof. J. Inf. Syst., vol. 7, no. 2, p. 149, Jun. 2023, doi: https://doi.org/10.51211/isbi.v7i2.2031.
[17] A. Iskandar, “Perbandingan Metode Dempster Shafer, Case-Based Reasoning dan Certainty Factor dalam Diagnosis Penyakit Craniopharyngioma,” J. Inf. Syst. Res., vol. 4, no. 4, pp. 1354–1363, Jul. 2023, doi: https://doi.org/10.47065/josh.v4i4.3554.
[18] F. Karim, G. W. Nurcahyo, and S. Sumijan, “Sistem Pakar dalam Mengidentifikasi Gejala Stroke Menggunakan Metode Naive Bayes,” J. Sistim Inf. dan Teknol., pp. 221–226, Aug. 2021, doi: https://doi.org/10.37034/jsisfotek.v3i4.69.
[19] S. Narulita, A. Nugroho, and M. Z. Abdillah, “Diagram Unified Modelling Language (UML) untuk Perancangan Sistem Informasi Manajemen Penelitian dan Pengabdian Masyarakat,” Bridg. J. Publ. Sist. Inf. dan Telekomun., vol. 2, no. 3, pp. 244–256, Aug. 2024, doi: https://doi.org/10.62951/bridge.v2i3.174.
[20] A. Mohamad Aldjawad, Septi Andryana, “Penerapan Metode Perbandingan Dempster-Shafer dengan Certainty Factor pada Aplikasi Sistem Pakar Deteksi Dini Penyakit Alzheimer pada Lansia Berbasis Web Mohamad,” J. JTIK (Jurnal Teknol. Inf. dan Komunikasi), vol. 5, no. `21, pp. 144–152, 2021, doi: https://doi.org/10.35870/jti k.v5i2.206.
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