Sistem Pakar Mencegah Stunting dengan Menentukan Gizi Anak Menggunakan Natural Language Processing (NLP)
DOI:
https://doi.org/10.35870/jtik.v9i3.3614Keywords:
Expert System, NLP, Stunting, WebsiteAbstract
Stunting is a health issue caused by malnutrition that hampers child development. This study aims to develop an expert system based on Natural Language Processing (NLP) to provide nutritional information that is interactive, accurate, and easily accessible through a web platform. The system employs a forward chaining inference method, an approach that starts from initial facts to reach solutions based on logical rules. The strength of the NLP algorithm lies in its ability to understand user queries based on context, resulting in relevant and responsive solutions. The testing results indicate a system accuracy rate of 0.9756 or 97%, achieved through evaluations using a dataset of user queries under various test scenarios. This accuracy demonstrates the system's potential to assist parents in understanding their children's nutritional needs in real-time. Features such as interactive consultations and high accessibility make this system a practical and innovative solution for stunting prevention.
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References
Adam, E. E. B. (2020). Deep learning based NLP techniques in text to speech synthesis for communication recognition. Journal of Soft Computing Paradigm (JSCP), 2(04), 209-215.
Ahmed, K. Y., Dadi, A. F., Ogbo, F. A., Page, A., Agho, K. E., Akalu, T. Y., ... & Ross, A. G. (2023). Population-modifiable risk factors associated with childhood stunting in sub-Saharan Africa. JAMA network open, 6(10), e2338321-e2338321.
Ardiansah, T., Rahmanto, Y., & Amir, Z. (2023). Penerapan Extreme Programming Dalam Sistem Informasi Akademik SDN Kuala Teladas. Journal of Information Technology, Software Engineering and Computer Science, 1(2), 44-51. https://doi.org/10.58602/itsecs.v1i1.25.
Ayu Yuliani Sekriptini, A., Cucu Sopiah, C., & Andi Ali Kisai, A. (2024). Inovasi Modul Edukasi Gizi AUD untuk Mencegah Stunting pada Anak Usia Dini. Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini, 8(2), 327-342.
Damarini, S., Yorita, E., Yanniarti, S., & Efriani, R. (2024). Upaya pencegahan stunting melalui pendampingan kader dalam skrining deteksi dini tumbuh kembang balita. JMM (Jurnal Masyarakat Mandiri), 8(4), 3347-3358. https://doi.org/10.31764/jmm.v8i4.23406.
Goda, K. D., & Bay, J. R. (2024). Forward Chaining Method in Expert System for Diagnosing Pests and Plant Diseases: A Systematic Literature Review. Journal of Artificial Intelligence and Engineering Applications (JAIEA), 3(3), 870-875. https://doi.org/10.59934/jaiea.v3i3.535.
Halimah, N., & Suntin, S. (2020). Proyeksi dan Pemetaan Wilayah Sebaran Balita Stunting Di Kota Makassar Berbasis Sistem Informasi Geografi (SIG). Promotif: Jurnal Kesehatan Masyarakat, 10(2), 173-184. https://doi.org/10.56338/pjkm.v10i2.1371.
Iman, F. N., Defriani, M., & Iskandar, D. (2022). Aplikasi Hallo Sehat Berbasis Mobile Pada Klinik Munjul Jaya Purwakarta Menggunakan Metode Extreme Programming. SmartAI: Buletin artificial intelligence, 1(4), 152-163.
Krebs, N. F., Hambidge, K. M., Westcott, J. L., Garcés, A. L., Figueroa, L., Tshefu, A. K., ... & Women First Preconception Maternal Nutrition Study Group. (2022). Birth length is the strongest predictor of linear growth status and stunting in the first 2 years of life after a preconception maternal nutrition intervention: the children of the Women First trial. The American journal of clinical nutrition, 116(1), 86-96.
La Ode Alifariki, S. K. (2020). Gizi Anak dan Stunting. Penerbit leutikaprio.
Muliyono, M. (2021). Identifikasi Chatbot dalam Meningkatkan Pelayanan Online Menggunakan Metode Natural Language Processing (Doctoral dissertation, Universitas Putra Indonesia YPTK).
Nurlailah, E., & Wardani, K. R. N. (2023). Perancangan Website Sebagai Media Informasi Dan Promosi Oleh-Oleh Khas Kota Pagaralam. JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika), 8(4), 1175-1185.
Tume, L. N., Valla, F. V., Joosten, K., Jotterand Chaparro, C., Latten, L., Marino, L. V., ... & Verbruggen, S. C. (2020). Nutritional support for children during critical illness: European Society of Pediatric and Neonatal Intensive Care (ESPNIC) metabolism, endocrine and nutrition section position statement and clinical recommendations. Intensive care medicine, 46, 411-425.
Zaki, A., Defit, S., Sumijan, S., & Fauzana, R. (2023). Sistem Pakar Menggunakan Metode Forward Chaining Untuk Mendeteksi Kerusakan Jaringan Internet (Studi Kasus: Di Layanan Internet Diskominfotik Sumatera Barat). Jurnal Nasional Teknologi dan Sistem Informasi, 9(3), 227-236.
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