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All Journal JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Ilmu Komputer dan Bisnis Jurnal Ilmiah Kesehatan
Fadilah, Ayu
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Computer Science & IT Economics, Econometrics & Finance Health Professions

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Application of Naive Bayes and Forward Chaining Methods in a Web-Based Expert System for Stunting Diagnosis in Toddlers Fadilah, Ayu; Amanda Putri, Raissa
Journal of Applied Informatics and Computing Vol. 9 No. 2 (2025): April 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i2.9187

Abstract

The high rate of stunting in toddlers shows the need for accurate early diagnosis to prevent long-term impacts on children's growth and development. One of the main obstacles to early diagnosis is parents' lack of knowledge about the early symptoms of stunting, so treatment is often delayed. To overcome this problem, a web-based expert system was developed that applies the Naïve Bayes and Forward Chaining methods in diagnosing stunting in toddlers. The Naïve Bayes method is used to calculate the possibility of stunting based on the symptoms experienced by toddlers. This method is a probability-based algorithm that is used to classify the possibility of a condition based on existing symptoms. The process begins by calculating the probability of each symptom of stunting disease based on historical data that has been collected from experts. Then, using Bayes' Theorem, the system calculates the greatest probability of a disease based on the symptoms selected by the user. The final output is the diagnosis that has the highest probability, along with the recommended solution. Meanwhile, Forward Chaining is used to trace the rules that lead to a diagnosis conclusion. The Naïve Bayes method focuses more on calculating probabilities to determine a diagnosis with a certain level of confidence, while the Forward Chaining method works by matching rules to obtain conclusions based on the facts provided. The combination of these two methods allows the expert system to make a more accurate diagnosis by considering the probabilities and rules set by the expert. The web-based system built using these two methods aims to help parents detect stunting in toddlers early, so they can immediately take appropriate preventive or treatment steps. The results of the research show that it is found that the symptoms experienced by children are likely to be diagnosed as Not Stunting with the highest value of 0.5192 or around 51.9% with the solution being that children who do not experience stunting show growth and development appropriate to their age. The system developed is able to provide diagnoses in accordance with expert evaluations, so that it can be used as a tool to assist parents in providing.
PENGARUH PENYULUHAN KESEHATAN TENTANG SADARI TERHADAP PENINGKATAN PENGETAHUAN PADA REMAJA PUTRI DI PONPES NURUL HIKMAH KABUPATEN TEGAL Fadilah, Ayu; Romdiyah, Romdiyah; Purnamasari, Ika; Khoiriyah, Siti
Jurnal Ilmiah Kesehatan Vol 15 No 1 (2025): Jurnal Ilmiah Kesehatan: Mei 2025
Publisher : Fakultas Ilmu Kesehatan (FIKES) Universitas Sains Al-Qur'an (UNSIQ) Jawa Tengah di Wonosobo

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Abstract

Background: cancer is a disease characterized by the uncontrolled development of abnormal cells that have the ability to move between cells and body tissues. Breasts are a significant global problem, especially in indonesia. Adolescent girls often have minimal information about breast cancer and carry out breast self-examination (bse). The lack of numbers leads to low bse practice among adolescent girls, even though this method is effective for early detection of breast cancer. Objective: this study aims to determine the effectiveness of health education on breast self-examination or awareness on increasing knowledge among them. Method: this research uses quantitative methods, with a pre-experimental design, one group pre-test and post-test. The population in this study was 40 young women at the nurul hikmah islamic boarding school, tuwel village, tegal regency, the sample was selected with Results: this study concluded that health education about breast self-examination (bse) influence on increasing knowledge in young women with asymp scores. Sig. (2-tailed) of 0,000. Conclusion: Health education about sadari influences the level of knowledge in adolescents.
Perancangan Aplikasi Pengajuan Cuti Karyawan Berbasis Web di Pusat Dukungan Operasional Layanan Pendapatan Daerah Pemerintah Provinsi Sumatera Utara Elfiandani, Syahira; Nasution, Anggita Syahputri; Fadilah, Ayu; Afriani, Dina; Simbolon, M.Tsaqif Al Mutawakkil; Lestari, Reni
Jurnal Ilmu Komputer dan Bisnis Vol. 15 No. 1 (2024): Vol. 15 No. 1 (2024)
Publisher : STMIK Dharmapala Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47927/jikb.v15i1.691

Abstract

Cuti merupakan salah satu kewajiban perusahaan yang diberikan kepada karyawan. Proses pengelolaan cuti di Pusat Dukungan Operasional Layanan Pendapatan Daerah Pemerintah Provinsi Sumatera Utara pada saat ini masih dinilai belum efektif. Dari proses pengajuan cuti, informasi sisa cuti dan pesetujuan cuti masih dilakukan secara manual. Sehingga karyawan tidak bisa mengetahui sisa hak cuti pribadi dan kelemahan yang lain adalah proses pengajuan cuti kurang efektif dan efisien. Oleh karena itu, untuk meminimalisir kesalahan dalam proses pengajuan cuti karyawan, maka dibuatlah sebuah aplikasi pengajuan cuti karyawan berbasis web guna mempermudah proses pengajuan dan persetujuan cuti tanpa harus bertatap muka secara langsung. Pembuatan aplikasi pengajuan cuti karyawan berbasis web ini dilakukan dengan menggunakan bahasa pemrograman seperti Laravel, PHP, CSS, HTML dan JavaScript. Adapun tools yang digunakan dalam pembuatan aplikasi ini yaitu Visual Studio Code sebagai teks editor, Xampp sebagai web server, dan web server seperti google atau yang lainnya sebagai alat menampilkan hasil project.
Co-Authors Afriani, Dina Elfiandani, Syahira Ika Purnamasari Nasution, Anggita Syahputri Raissa Amanda Putri Reni Lestari Romdiyah Romdiyah, Romdiyah Simbolon, M.Tsaqif Al Mutawakkil Siti Khoiriyah