Expert System for The Diagnosis of Depression in Students Using Certainty Factor Method: A Case Study of Ngudi Waluyo University
Abstract
Depression is a growing mental health concern among university students, often fueled by academic pressure, social demands, and personal stress. This study presents the development of an expert system using the Certainty Factor (CF) method to diagnose depression specifically among students at Ngudi Waluyo University. The system categorizes depression into mild, moderate, and severe levels based on 12 validated symptom statements and expert-defined diagnostic rules. Implemented with PHP, JavaScript, and CSS, the system offers a user-friendly, accessible, and anonymous platform for self-assessment. Testing yielded an accuracy rate of up to 79% in diagnosing depression severity and a 71.7% user satisfaction rate based on a User Acceptance Test (UAT) involving 32 students. Results demonstrate that the system can effectively support early detection and mental health awareness within academic environments. Despite some limitations in UI and feedback depth, the expert system shows strong potential for broader application and further enhancement.
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References
A. H. Ibrahim, "Depression, anxiety and stress among first year medical students in Malaysia," J. Ment. Health, vol. 22, no. 1, pp. 33–37, 2013, doi: 10.3109/09638237.2012.656964
R. A. Dani and D. A. Wicaksono, "Kemampuan activity of daily living pada anak gangguan spektrum autis ditinjau dari pengetahuan orang tua tentang autisme dan penerimaan diri orang tua," in Pros. Sem. Nas. Psikol. UNNES, vol. 4, 2023.
A. Imron, "Transformasi UU Kesehatan: Peran Tenaga Kesehatan dalam Sistem Ketahanan Nasional Indonesia," in Pros. Sem. Nas. Kesehatan, 2023.
E. Widodo and S. Jaya, "Implementsi Sistem Pakar Untuk Mendiagnosa Tingkat Depresi Pada Mahasiswa Tingkat Akhir Dengan Metode Certainty Factor," J. Tek. Pelita Bangsa-SIGMA, vol. 8, no. 2, pp. 233–240, 2018.
F. Y. R. M. Marpaung, Z. Azmi and D. Suherdi, "Sistem Pakar Mendeteksi Tingkat Depresi Dengan Menggunakan Metode Certainty Factor," J. Sist. Inf. TGD, vol. 1, no. 6, pp. 732–740, 2022.
G. V. G. Putri, "Sistem Pakar Diagnosa Mental Ilness Psikosis dengan Menggunakan Metode Certainty Factor," J. Inovtek Polbeng - Seri Inform., vol. 3, no. 2, pp. 164–168, 2018.
M. F. U. A. Siddieq, "Sistem Pakar Diagnosa Depresi Mahasiswa Tingkat Akhir dengan Metode Certainty Factor dan Forward Chaining," J. Sains dan Teknol., vol. 3, no. 7, pp. 1–10, 2024.
M. F. U. A. Siddieq, "Sistem Pakar Diagnosa Depresi Mahasiswa Tingkat Akhir dengan Metode Certainty Factor Dan Forward Chaining," J. Multidisiplin Saintek, vol. 3, no. 7, pp. 1–10, 2024.
E. W. Sholeha, B. Sabella, W. Kusrini and S. Komalasari, "Sistem Pakar Penyakit Mental Remaja Menggunakan Metode Forward Chaining dan Certainty Factor," Kumpul. J. Ilmu Komput., vol. 10, no. 1, pp. 82–91, 2023.
E. Widodo and S. Jaya, "Implementsi Sistem Pakar Untuk Mendiagnosa Tingkat Depresi Pada Mahasiswa Tingkat Akhir dengan Metode Certainty Factor," J. Tek. Pelita Bangsa, vol. 8, no. 2, pp. 233–240, 2018.
R. Aprilyani, "Bab 6 Assessment dalam Psikologi Klinis: Interview dan Behavioral," in Psikol. Klinis, vol. 69, 2022.
H. Mayatopani, R. Subekti, N. Yudaningsih, and M. Sanwasih, "Pengembangan sistem pakar diagnosa gangguan mental dengan mesin inferensi menggunakan algoritma Dempster-Shafer Theory," J. Buana Inform., vol. 13, no. 1, pp. 66–76, 2022.
S. Nickels et al., "Toward a mobile platform for real-world digital measurement of depression: user-centered design, data quality, and behavioral and clinical modeling," JMIR Ment. Health, vol. 8, no. 8, p. e27589, Aug. 2021.
R. A. Nurimansjah, "Application of Web-Based Certainty Factor Method to Develop an Employee Job Stress Diagnosis System to Improve Employee Performance," J. Inf. dan Teknol., vol. 10, no. 2, pp. 252–257, 2023.
I. Efendi, R. K. Niswatin, and I. N. Farida, "Penerapan Metode Certainty Factor untuk Sistem Pakar Diagnosa Penyakit Burung Puyuh Berbasis Web," in Semin. Nas. Inov. Teknol., 2020.
R. Retnowati and A. Pujiyanta, Implementasi Case Base Reasoning pada Sistem Pakar dalam Menentukan Jenis Gangguan Kejiwaan, Disertasi Doktor, Universitas Ahmad Dahlan, 2013.
N. A. Raharisti, V. Atina, and D. Hartanti, "Penerapan metode Dempster-Shafer pada sistem pakar diagnosis penyakit kejiwaan," Infotek: J. Inf. dan Teknol., vol. 7, no. 2, pp. 467–477, 2024.
N. N. Santoso, Y. Maulita, and H. Khair, "Sistem Pakar Diagnosa Tingkat Depresi Mahasiswa Tingkat Akhir Dengan Menggunakan Metode Certainty Factor," BIMASATI (Bull. Multidisiplin Sci. Appl. Technol.), vol. 1, no. 5, pp. 153–158, 2022.
R. T. Aldisa, "Sistem Pakar Mendeteksi Kondisi Kesehatan Mental Dengan Metode Forward Chaining Berbasis Android," J. Riset Komput., vol. 9, no. 2, pp. 396–403, 2022.
H. Hasanah, R. Ridarmin, and S. Adrianto, "Aplikasi sistem pakar pendeteksi kerusakan laptop/PC dengan penerapan metode Forward Chaining menggunakan bahasa pemrograman PHP," Informatika, vol. 9, no. 2, pp. 40–50, 2019.
H. Hasanah, R. Ridarmin, and S. Adrianto, "Aplikasi sistem pakar pendeteksi kerusakan laptop/PC dengan penerapan metode Forward Chaining menggunakan bahasa pemrograman PHP," J. Informatika, vol. 9, no. 2, pp. 40–50, 2019.
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