Sistem Pakar Deteksi Dini Status Stunting Pada Balita Menggunakan Metode Naive Bayes
DOI:
https://doi.org/10.30865/mib.v7i3.6443Keywords:
Toddler, Early Detection, Naive Bayes, Expert System, StuntingAbstract
A child is defined as stunted if their height for their age is less than -2 Standard Deviations (SD) below the WHO growth criteria Median, and Stunting is caused by inadequate nutrition, frequent illness, and other multidimensional factors. Based on this problem, a study was conducted to develop an early detection Expert System for Stunting status in toddlers using Naive Bayes Method. Data collection was done through a literature review and interviews at the Bantul Health Office. The system development stage includes knowledge acquisition, creating a knowledge base, determining rule bases, creating a decision model with Naive Bayes, and designing the implementation of the system into a computer program. The final stage is to test the feasibility of all functional and non-functional systems through black-box testing, expert judgment, and the system usability scale. The research conducted resulted in an expert system that can detect early Stunting in toddlers and provide appropriate handling solutions and provide probability values for the status of Stunting in toddlers. Based on black-box testing, all functional systems run according to requirements and accuracy with expert judgment produces an accuracy rate of 100% and a system usability scale score of 90, it can be concluded that the expert system that has been built is feasible to use.
References
Kemenkes RI, “Buku Saku Hasil Studi Status Gizi Indonesia (SSGI) Tahun 2021,†Jakarta Pusat, 2021.
A. Daracantika, A. Ainin, and B. Besral, “Pengaruh Negatif Stunting terhadap Perkembangan Kognitif Anak,†J. Biostat. Kependudukan, dan Inform. Kesehat., vol. 1, no. 2, p. 113, Mar. 2021, doi: 10.51181/bikfokes.v1i2.4647.
Y. W. Migang, M. J. Rarome, M. Heriteluna, and M. Dawam, “Intervention of Specific Nutrition and Sensitive Nutrition with Nutritional Status of Under Two-Year Infants in Family Planning Village as Efforts to Face the Demographic Bonus,†J. Kesehat. Masy., vol. 16, no. 1, pp. 101–110, Jul. 2020, doi: 10.15294/kemas.v16i1.23172.
F. Wicaksono and T. Harsanti, “Determinants of Stunted Children in Indonesia: A Multilevel Analysis at the Individual, Household, and Community Levels,†Kesmas Natl. Public Heal. J., vol. 15, no. 1, p. 48, Feb. 2020, doi: 10.21109/kesmas.v15i1.2771.
I. F. Yuliati, “Segmentasi Wilayah Untuk Menekan Stunting Melalui Program 1000 Hari Pertama Kehidupan (HPK),†J. Kel. Berencana, vol. 5, no. 1, pp. 38–47, Dec. 2020, doi: 10.37306/kkb.v5i1.35.
TNP2K, “Strategi Nasional Percepatan Pencegahan Anak Kerdil (Stunting),†2018.
F. A. Regita and A. Prathama, “Peran Pemerintahan Desa Dalam Upaya Pencegahan dan Penurunan Stunting Terintegrasi,†J. Ilmu Administarsi dan Sos., vol. 12, no. 27–40, 2023, doi: https://doi.org/10.35724/sjias.v12i1.4704.
Y. Setiawan and M. I. Sari, “Kajian Determinasi Angka Stunting,†Natl. Multidiscip. Sci., vol. 1, no. 1, pp. 1–5, Jan. 2022, doi: 10.32528/nms.v1i1.2.
Y. Yuliana, P. Paradise, and K. Kusrini, “Sistem Pakar Diagnosa Penyakit Ispa Menggunakan Metode Naive Bayes Classifier Berbasis Web,†CSRID (Computer Sci. Res. Its Dev. Journal), vol. 10, no. 3, pp. 127–138, Mar. 2021, doi: 10.22303/CSRID.10.3.2018.127-138.
R. A. Pamungkas and L. D. Farida, “Implementasi Dempster Shafer Untuk Deteksi Dini Gizi Buruk Pada Balita,†J. Pseudocode, vol. 10, no. 1, pp. 21–29, 2023, doi: https://doi.org/10.33369/pseudocode.10.1.21-28.
Sandi Alam and G. widi Nurcahyo, “Sistem Pakar dalam Mendiagnosis Gizi Buruk pada Balita dengan Menggunakan Metode CBR,†J. Sistim Inf. dan Teknol., Sep. 2022, doi: 10.37034/jsisfotek.v4i4.140.
K. Chandra, L. Tommy, and M. I. Wijaya, “Sistem Pakar Diagnosa Penyakit Gizi Buruk Pada Balita Dengan Metode Certainty Factor,†e-Jurnal JUSITI (Jurnal Sist. Inf. dan Teknol. Informasi), vol. 82, pp. 141–154, Oct. 2019, doi: 10.36774/jusiti.v8i2.615.
F. Wajidi and D. N. Nur, “Sistem Pakar Diagnosis Penyakit Stunting pada Balita menggunakan Metode Forward Chaining,†J. Inform. Univ. Pamulang, vol. 6, no. 2, pp. 401–407, 2021, doi: http://dx.doi.org/10.32493/informatika. v6i2.11938.
B. Sapriatin and F. A. Sianturi, “Penerapan Teorema Bayes Mendeteksi Stunting pada Balita,†J. Media Inform., vol. 3, no. 1, pp. 24–37, 2021.
F. Ramadhana, F. Fauziah, and W. Winarsih, “Aplikasi Sistem Pakar untuk Mendiagnosa Penyakit ISPA menggunakan Metode Naive Bayes Berbasis Website,†STRING (Satuan Tulisan Ris. dan Inov. Teknol., vol. 4, no. 3, p. 320, Apr. 2020, doi: 10.30998/string.v4i3.5441.
T. R. S. Hari and S. Sumijan, “Sistem Pakar dengan Menggunakan Metode Naive Bayes dalam Mengidentifikasi Penyakit Karies pada Gigi Manusia,†J. Sistim Inf. dan Teknol., pp. 233–238, Aug. 2021, doi: 10.37034/jsisfotek.v3i4.71.
F. Z. Ramadhan, G. Aditya, P. D. Y. Nainggolan, and F. D. Adhinata, “Sistem Pakar Diagnosa Penyakit pada Hewan Kucing Berbasis Web,†J. Komtika (Komputasi dan Inform., vol. 5, no. 2, pp. 122–131, Nov. 2021, doi: 10.31603/komtika.v5i2.5301.
Menteri Kesehatan Republik Indonesia, Peraturan Menteri Kesehatan Republik Indonesia Nomor 2 Tahun 2020 Tentang Standar Antropometri Anak. Indonesia, 2020.
M. R. Handoko and N. Neneng, “Sistem Pakar Diagnosa Penyakit Selama Kehamilan Menggunakan Metode Naive Bayes Berbasis Web,†J. Teknol. dan Sist. Inf., vol. 2, no. 1, pp. 50–58, Mar. 2021, doi: 10.33365/JTSI.V2I1.739.
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: 10.37034/jsisfotek.v3i4.69.
V. K. Dwinanda, C. Ramdani, and S. T. Safitri, “Digitalisasi Proses Bisnis UMKM Fotografi Melalui Aplikasi Berbasis Web Menggunakan Metode RAD,†JOINTECS (Journal Inf. Technol. Comput. Sci., vol. 7, no. 3, p. 101, Oct. 2022, doi: 10.31328/jointecs.v7i3.3873.
P. Hasan, E. W. Sholeha, Y. N. Tetik, and K. Kusrini, “Sistem Pakar Diagnosa Penyakit Kolesterol dan Asam Urat Menggunakan Metode Certainty Factor,†SISFOTENIKA, vol. 9, no. 1, p. 47, Feb. 2019, doi: 10.30700/jst.v9i1.448.
D. W. Ramadhan, “Pengujian Usability Website Time Excelindo Menggunakan System Usability Scale (SUS) (Studi Kasus: Website Time Excelindo),†JIPI (Jurnal Ilm. Penelit. dan Pembelajaran Inform., vol. 4, no. 2, p. 139, 2019, doi: 10.29100/jipi.v4i2.977.
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