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Rancangan Model Artificial Neural Network untuk Memprediksikan Penyakit Jantung Koroner di RSUD Zainoel Abidin Banda Aceh M. Rizki Fazrian Danu; Purwadhi; Ignatius Wiseto Prasetyo Agung
Economic Reviews Journal Vol. 4 No. 1 (2025): Economic Reviews Journal
Publisher : Masyarakat Ekonomi Syariah Bogor

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56709/mrj.v4i1.626

Abstract

This study aims to develop and evaluate an Artificial Neural Network (ANN) model in predicting the risk of coronary heart disease (CHD). This research uses a quantitative approach with research and development methods to develop and evaluate the integration of the ANN model in predicting CHD. This research uses a research and development research design which involves several main stages, namely literature study, data collection, data preprocessing, ANN model building, model training and testing, and results analysis. From the research results, it can be concluded that hospitals can implement an ANN-based model as a hospital management system that can carry out early detection of coronary heart disease. Implementing the ANN model into a hospital application or website will increase operational efficiency. Thus, the ANN model implemented into applications or websites for hospital management systems will support digital transformation in the health sector and provide more effective services to those who use hospital services.
Manajemen Tatalaksana Kanker Kolorektal M. Rizki Fazrian Danu; M. Sayuti
Detector: Jurnal Inovasi Riset Ilmu Kesehatan Vol. 1 No. 4 (2023): November : Jurnal Inovasi Riset Ilmu Kesehatan
Publisher : Pusat Riset dan Inovasi Nasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55606/detector.v1i4.2494

Abstract

According to available data, colorectal cancer (CRC) is one of the most common malignant neoplasms. Depending on location, type of cancer, or gender, this disease ranks 2nd to 4th in terms of worldwide incidence. CRC from year to year shows an increasing trend both in terms of morbidity and mortality. Many factors may be responsible for the development of this disease, including genetic and environmental factors. Although CRC-related mortality is very high in high-income countries, CRC-related incidence and mortality is also increasing in developing countries. CRC that is detected early is completely curable with surgery and subsequent treatment. However, the recurrence rate is high, and cancer drug resistance increases the treatment failure rate. Access to early diagnosis and treatment of CRC for survival is somewhat possible in developed countries. However, these facilities are rarely available in developing countries.