Sistem Pemantau Siklus Haid Sebagai Media Manajemen Kesehatan Reproduksi Menggunakan Metode Forward Chaining dan Certainty Factor
DOI:
https://doi.org/10.47065/bulletincsr.v6i3.1064Keywords:
Certainty Factor; Forward Chaining; Menstrual Disorders; Haid Tracker; Expert SystemAbstract
The lack of understanding regarding the normal limits of physiological menstrual parameters leads to delayed detection of reproductive health disorders. Current conventional tracking applications generally focus on date prediction without analyzing accompanying symptoms. This research provides a technical contribution in the form of an expert system design for the early diagnosis of menstrual disorders based on four basic physiological variables: menstrual duration, cycle length, blood volume, and pain symptoms. The system is built using the Forward Chaining method to map the diagnostic inference flow, and the Certainty Factor (CF) to calculate the percentage of the expert's confidence level in the initial medical conclusion. Rule base validation was conducted with a general medical expert as a reference for early-stage screening (Amenorrhea, Oligomenorrhea, Polymenorrhea, Hypermenorrhea, Hypomenorrhea, Dysmenorrhea, and Normal). Black Box functionality testing shows that the system logic runs validly according to the static rule boundaries. Evaluation using the System Usability Scale (SUS) on 30 respondents resulted in a score of 83, indicating that the application has an excellent level of usability. As an early detection prototype, this system focuses on presenting diagnostic probabilities based on expert certainty, although continuous clinical validity testing using a Confusion Matrix remains necessary to measure medical accuracy comprehensively.
Downloads
References
C. R. Muharrina, D. Yustendi, S. Sarah, L. Herika, and F. Ramadhan, “Kesehatan Reproduksi,” J. Pengabdi. Masy. Kebidanan, vol. 5, no. 1, pp. 26–29, 2023, [Online]. Available: https://jurnal.unimus.ac.id/index.php/JPMK/article/view/11507
N. A. Arfan, R. Novitasari, D. F. Sandi, and D. D. M. Ningsih, “Pemberdayaan Perempuan dalam Kesehatan Reproduksi dan Anak Balita,” Masy. Mandiri dan Berdaya, vol. 3, no. 3, pp. 25–32, 2024, doi: 10.56586/mbm.v3i3.349.
A. Haniah, A. Azalia, and N. A. Rahmadina, “Pentingnya menjaga kesehatan dan kebersihan organ reproduksi wanita menurut pandangan Islam,” Islam. Educ., vol. 1, no. 3, pp. 667–676, 2023, [Online]. Available: https://maryamsejahtera.com/index.php/Education/article/view/620
L. Worsfold, L. Marriott, S. Johnson, and J. C. Harper, “Period Tracker Applications: What Menstrual Cycle Information Are They Giving Women?,” Women’s Heal., vol. 17, p. 17455065211049904, 2021, doi: 10.1177/17455065211049904.
Y. T. Simanjuntak, “Edukasi Pengelolaan Gangguan Menstruasi Pada Remaja Di SMA Negeri 12 Medan,” J. Pengabdi. Kpd. Masy. Bid. Ilmu Keperawatan" Optim., 2025, [Online]. Available: https://jurnal.stikes-optimus.ac.id/
M. Ilham, N. Islamy, and S. Nasution, “Gangguan Siklus Menstruasi Pada Remaja: Literature Review,” J. Penelit. Perawat Prof., vol. 5, no. 1 SE-Articles, Jan. 2023, doi: 10.37287/jppp.v5i1.1385.
A. A. Rizqi and M. Idris, “Haidhee: Aplikasi Pencatatan Menstruasi Islami Berbasis Web,” EDUSAINTEK J. Pendidikan, Sains dan Teknol., vol. 12, no. 2, pp. 1019–1040, 2025, doi: 10.47668/edusaintek.v12i2.1715.
A. A. Rizqi, “Pengembangan Aplikasi Pencatatan Menstruasi Berbasis Website dengan Pendekatan Islami,” 2025, Universitas Islam Indonesia. [Online]. Available: https://dspace.uii.ac.id/
A. Y. Ana, A. Muis, and A. Rofieq, “Pembinaan Praktik Fiqih Kewanitaan Dan Penggunaan Aplikasi Kalender Menstruasi Dalam Meningkatkan Kesehatan Reproduksi Remaja Putri Di Desa Karanghaur,” JCSE J. Community Serv. Empower., vol. 4, no. 1, pp. 20–33, 2023, doi: 10.32639/jcse.v4i1.284.
A. Leiwakabessy, H. Novita, E. D. Marlina, and A. T. Rohaeti, “Pengaruh Kelas Remaja Putri Dan Integrasi Model Aplikasi Android ‘My Periode Tracker’ Untuk Menurunkan Gejala Kecemasan Premenstrual Syndrome,” J. Heal. Sains, vol. 3, no. 12, pp. 1714–1723, 2022, doi: 10.46799/jhs.v3i12.650.
A. Pichon, K. B. Jackman, I. T. Winkler, C. Bobel, and N. Elhadad, “The Messiness Of The Menstruator: Assessing Personas And Functionalities Of Menstrual Tracking Apps,” J. Am. Med. Informatics Assoc., vol. 29, no. 2, pp. 385–399, 2022, doi: 10.1093/jamia/ocab212.
A. Hamidiyah and M. Muhasshanah, “Aplikasi Screening Of Reproductive Health (SHE) Dalam Upaya Peningkatan Kesehatan Reproduksi Wanita,” JOMIS (Journal Midwifery Sci., vol. 4, no. 2, pp. 120–131, 2020, doi: 10.36341/jomis.v4i2.1385.
S. Sukarsa, N. K. Mauliya, D. A. Sulaeman, and A. Kohar, “Implementasi Metode Forward Chaining Untuk Rancang Bangun Aplikasi Daily Haid Berbasis Mobile Android,” J. Jemb. Ef. Ilmu dan Akhlak Ahlussunah Wal Jama’ah, vol. 5, no. 2, pp. 104–118, 2024, doi: 10.52188/jeas.v5i2.846.
L. T. Wahyuni et al., Buku Ajar Masalah Gangguan Reproduksi. Nuansa Fajar Cemerlang, 2024.
R. Ristiani, Kupas Tuntas Gangguan Menstruasi dan Penanganannya. Guepedia, 2023.
M. Isriyandi and Nurfalinda, “Perbandingan Metode Forward Chaining, Backward Chaining, dan Certainty Factor dalam Sistem Pakar Mendiagnosa Penyakit Kandungan pada Ibu Hamil,” J. Sist. Pakar, vol. 1, no. 1, pp. 1–10, 2025.
S. Harlina, Marsa, and A. D. D. Opu, “Implementasi Algoritma Certainty Factor dan Forward Chaining untuk Rekomendasi dan Larangan Makanan,” MALCOM Indones. J. Mach. Learn. Comput. Sci., vol. 4, no. 1, pp. 340–349, 2024, doi: 10.57152/malcom.v4i1.1215.
Y. S. Rahayu, Y. Saputra, and D. Irawan, “Implementasi Metode Waterfall Pada Pengembangan Sistem Informasi Mobile E-Disarpus,” Zo. J. Sist. Inf., vol. 6, no. 2, pp. 523–534, 2024, doi: 10.31849/zn.v6i2.20538.
L. Pratiwi, M. KM, and A. I. Harjanti, Mengenal menstruasi dan gangguannya. CV Jejak (Jejak Publisher), 2024.
R. B. Sembiring, T. L. Anggraini, and A. Soekardi, “Hubungan Tingkat Stres dengan Kejadian Amenore Sekunder Pada Mahasiswi Fakultas Kedokteran Angkatan 2022 Universitas Prima Indonesia.,” J. Pendidik. Indones., vol. 6, no. 12, 2025, doi: 10.59141/japendi.v6i12.8969.
A. TARIHORAN, “Asuhan kebidanan kesehatan reproduksi pada remaja dengan oligomenorea di PMB Nelly Marliani Harahap Kota Padangsidimpuan tahun 2024.,” 2024.
A. S. Nabilah, M. Pasaribu, and Y. Riastiti, “Hubungan Status Gizi Dengan Siklus Menstruasi Pada Mahasiswi Fakultas Kedokteran Universitas Mulawarman,” Verdure Heal. Sci. J., vol. 4, no. 1, pp. 374–377, 2022, [Online]. Available: https://e-journals.unmul.ac.id/index.php/VH/
M. Miraturrofi’ah, “Kejadian Gangguan Menstruasi Berdasarkan Status Gizi pada Remaja,” J. Asuhan Ibu&Anak, vol. 5, no. 2, pp. 31–42, 2020, doi: 10.33867/jaia.v5i2.191.
T. M. Tari, S. Suprida, R. Amalia, and S. Yunola, “Faktor-faktor yang berhubungan dengan dismenore pada remaja putri,” Jurnal’Aisyiyah Med., vol. 8, no. 2, 2023, [Online]. Available: https://jurnal.stikes-aisyiyah-palembang.ac.id/index.php/JAM/
E. F. Harahap, S. Adisuwiryo, and R. Fitriana, Analisis Dan Perancangan Sistem Informasi. Jakarta: PT Gramedia Pustaka Utama, 2024.
M. Jibril, “Pengujian Sistem Informasi E-Modul Pada SMPN 1 Tempuling Menggunakan Black Box Testing,” J. Perangkat Lunak, vol. 6, no. 2, pp. 327–332, 2024, doi: 10.32520/jupel.v6i2.3326.
D. Wahyuni and M. L. Hamzah, “Analisa Tingkat Usability Website Menggunakan Metode System Usability Scale Dan Post Study System Usability Questionnaire,” J. Test. dan Implementasi Sist. Inf., vol. 2, no. 1, pp. 52–58, 2024, doi: 10.55583/jtisi.v2i1.384.
W. Welda, D. M. D. U. Putra, and A. M. Dirgayusari, “Usability Testing Website Dengan Menggunakan Metode System Usability Scale (Sus)s,” Int. J. Nat. Sci. Eng., vol. 4, no. 3 SE-Articles, pp. 152–161, Nov. 2020, doi: 10.23887/ijnse.v4i2.28864.
F. Faisal, O. Opitasari, and A. Mufti, “Sistem pakar pendiagnosa penyakit mata dengan metode forward chaining,” in Semnas Ristek (Seminar Nasional Riset dan Inovasi Teknologi), 2024.
A. Carolina and P. A. Siregar, “Pengaruh Aktivitas Fisik Terhadap Siklus Menstruasi Mahasiswi UIN Sumatera Utara Tahun 2023,” JK J. Kesehat., vol. 1, no. 1, pp. 100–106, 2023, [Online]. Available: https://jurnal.uinsu.ac.id/index.php/jk
E. Hervianto, “Ini Perbedaan Siklus Menstruasi Yang Normal Dan Tidak,” Halodoc. Accessed: Dec. 07, 2025. [Online]. Available: https://www.halodoc.com/artikel/ini-perbedaan-siklus-menstruasi-yang-normal-dan-tidak?srsltid=AfmBOorJ2-hRP77-baHu9TMFdJw_4sq036ZUPcBzxmj8LMeaf_5G1BRo
R. zairina and B. Utomo, “Relationship Between Duration And Regularity Of Menstrual Cycle With Primary Dysmenorrhea In Adolescents,” Indones. Midwifery Heal. Sci. J., vol. 7, no. 1 SE-Articles, pp. 63–69, Jan. 2023, doi: 10.20473/imhsj.v7i1.2023.63-69.
S. Febrianti, “Gambaran Sikap Mahasiswi Tingkat IV Dalam Menghadapi Siklus Menstruasi Tidak Teratur Di STIKES Bethesda Yakkum Yogyakarta,” SBY Proc., vol. 4, no. 1, pp. 106–114, 2024, [Online]. Available: https://jurnal.stikesbethesda.ac.id/
N. F. Putri, D. Anggraeni, and P. Putri, “Teknik Forward Chaining Dalam Sistem Pakar Mendeteksi Penyakit Gangguan Kesehatan Mental,” Decod. J. Pendidik. Teknol. Inf., vol. 4, no. 2, pp. 700–712, 2024, doi: 10.51454/decode.v4i2.493.
M. I. Basyar, A. Sucipto, and N. A. Widiastuti, “Penerapan Metode Certainty Factor Pada Sistem Pakar Diagnosa Penyakit Kepiting Bakau di BBPBAP Jepara,” J. Minfo Polgan, vol. 13, no. 1, pp. 1185–1197, 2024, doi: 10.33395/jmp.v13i1.14004.
M. Sajida and G. W. Nurcahyo, “Perancangan Sistem Pakar Dengan Metode Forward Chaining dan Certainty Factor Untuk Mendeteksi Penyakit Kelinci,” J. KomtekInfo, pp. 98–105, 2024, doi: 10.35134/komtekinfo.v11i3.546.
U. Sutisna, A. Fiorenza, D. Sofia, and S. Fitri, “Sistem Pakar Diagnosa Penyakit TBC Menggunakan Algoritma Forward Chaining dan Certainty Factor Berbasis Android di Puskesmas Kedaung Barat,” J. Ilm. Ilk. Komput. Inform., vol. 8, no. 2, pp. 187–199, 2025, doi: 10.47324/ilkominfo.v8i2.357.
Bila bermanfaat silahkan share artikel ini
Berikan Komentar Anda terhadap artikel Sistem Pemantau Siklus Haid Sebagai Media Manajemen Kesehatan Reproduksi Menggunakan Metode Forward Chaining dan Certainty Factor
ARTICLE HISTORY
How to Cite
Issue
Section
Copyright (c) 2026 Dimas Alva Rizki, Supriyono Supriyono, Feri Wibowo, Muhammad Hamka

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under Creative Commons Attribution 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (Refer to The Effect of Open Access).













