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Sistem Deteksi Dini Diabetes Melitus Dengan Teknik Klasifikasi Algoritma C4.5 Berdasarkan Rekam Medis di RS Tk. III Baladhika Husada Jember Agustina, Alviani Rodyatul; Pratama, Mudafiq Riyan; Yunus, Muhammad; Rachmawati, Ervina
BIOS : Jurnal Teknologi Informasi dan Rekayasa Komputer Vol 7 No 1 (2026): March
Publisher : Puslitbang Sinergis Asa Professional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37148/bios.v7i1.203

Abstract

Diabetes Mellitus (DM) is a chronic disease condition that occurs when the pancreas cannot produce insulin or when the body cannot use insulin effectively. At Baladhika Husada Jember Hospital, DM ranks among the top 10 diseases with the highest mortality rate of 6.99% in 2024. In efforts to prevent and control DM, a website-based early detection system was developed using the C4.5 algorithm classification technique with the Waterfall method. The research stages included creating C4.5 algorithm classification rules using RapidMiner tools, followed by development using the Waterfall method, which consists of the communication, planning, modeling, construction, and deployment stages. The classification rules were developed using preprocessed data from a total of 240 datasets, resulting in 172 clean datasets obtained from medical records at Baladhika Husada Jember Hospital. The training and testing data ratio was 50:50 using stratified sampling. Performance testing using the Confusion Matrix method yielded accuracy, precision, and recall values of 100% each, along with 8 classification rules that were subsequently implemented in the system. Based on the research results, random blood sugar is the most influential risk factor for DM, as it achieved the highest gain ratio. Recommendations for future researchers include increasing the amount of data and expanding the variety of data to help the system learn more complex patterns.
Analisis Faktor Risiko Gagal Ginjal Kronis Berdasarkan Rekam Medis Pasien Rawat Inap di RSUD Blambangan Banyuwangi Ervina Rachmawati; Anisah Mahshunah; Novita Nuraini; Indah Muflihatin
ARTERI : Jurnal Ilmu Kesehatan Vol 7 No 2 (2026): Februari
Publisher : Puslitbang Sinergis Asa Professional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37148/arteri.v7i2.657

Abstract

Chronic kidney disease is a condition in which the structure or function of the kidneys slowly declines over several months to years, this has the potential to cause permanent kidney damage. Cases of chronic kidney disease at the Blambangan Regional General Hospital, cases of chronic kidney disease morbidity always rank in the top 10 diseases and mortality cases always increase in 2021-2023. This study aims to analyze risk factors for chronic kidney disease between age, gender, family history, history of diabetes mellitus, history of hypertension, history of obesity, and history of smoking habits. Data collection uses observation of medical records. The research sample consisted of 94 case samples and 94 control samples using simple random sampling technique. Data analysis used univariate and bivariate with chi square test with α 0.05. The results showed that the age variable (p value = 0.036), family history (p value= 0.001), history of diabetes mellitus (p value = 0.020), history of hypertension (p value = 0.003), history of obesity (p value= 0.005), and a history of smoking habits (p value = 0.016) was associated with the incidence of CKD. While the gender variable (p value = 0.883) was not associated with the incidence of CKD. This study concludes that those aged ≥ 50 years with, a family history, history of diabetes mellitus, history of hypertension, history of obesity, and history of smoking habits are at risk of developing CKD. Health workers need to provide education to the community, especially at-risk populations such as people aged ≥ 50 years and have a family history of CKD who are advised to control blood sugar, blood pressure, and body weight, and avoid smoking habits
Co-Authors Adi Prasetyo Adlien Rizqo Fadillah Agni Candramawa Sholikha Agus Salim Agustina, Alviani Rodyatul Aldo Daffa Daniswara Alfiansyah, Gamasiano Alfiansyah, Gamasiano Ali Chamid Alia Chaerunisa Alifah, Safira Nur Andri Permana Wicaksono Ani Nuraini Anisah Mahshunah Atma Deharja Atma Deharja Atma Deharja Atma Deharja avan fadholi Azizah, Sandi Nur Bakhtiyar Hadi Prakoso Dara Ayu Nirwana Datik Lestari Deharja, Atma Delvia NB, Azza Ferista Demiawan Rachmatta Putro Mudiono Dito Yogo Waskito Donny Adhasari Hasan Dony Setiawan Dwi Rizky Permatasari Efri Tri Ardianto Fahirah Tamara Salim Fajria Nur Rahmah Fatika Laily Novitasari Febriyani, Kharishma Dyah Feby Erawantini Feby Erawantini Firdaus Sholehah Fitri, Zilvanhisna Emka Fitriani Fitriani Gamasiano Alfiansyah Gandu Eko Julianto Suyoso Gandu Eko Julianto Suyoso Harningsih, Dewi Hasan, Khumaidah Hayu Ning Widyastuti Hikmah, Faiqatul Himma, Alifiah Faiqotul Husin Husin, Husin Ida Nurmawati Ikha Nurjihan Indah Muflihatin Istianingsih, Noviana Jabal Nur Hamdani Jannah, Siti Elatul Lu'aily Munawaroh Maemunah Maemunah Maya Weka Santi Maya Weka Santi Maya Weka Santi maya weka santi, maya weka Melati Ayu Pratiwi Miftahul Jannah Mudafiq Riyan Pratama Mudiono, Demiawan Rachmatta Putro Muhammad Yunus Muhammad Yunus Muna, Niyalatul Niyalatul Muna Ni’mah, Khomsatun Novita Nuraini Nugroho Setyo Wibowo Nuraini, Novita nurmawati, ida Pratama, Mudafiq Riyan Puspitasari, Trismayanti Dwi Rahagiyanto, Angga Rohman, Nur Cholis Abdul Rossalina Adi Wijayanti Roziqin, Mochammad Choirur Sabran Sabran Sabran, Sabran Santi , Maya Weka Santi, Maya Weka Sedyo Pinerdi Selvia Juwita Swari Selvia Juwita Swari Selvia Juwita Swari Silfiatul Mukaromah Sitti Fa’Isil Karomah Sulandari Sulandari Sustin Farlinda Suyoso, Gandu Eko Julianto Swari, Selvia Syahbaniar, Desi Tamami Alifia Annisa Veronika Vestine Vestine, Veronika Virda Hardiana Wicaksono, Kurniawan Erman Wijayanti, Rossalina Wijayanti, Rossalina Adi Yohan Yuanta, Yohan Yusfa Ike Rustiana