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All Journal JUSTINDO (Jurnal Sistem dan Teknologi Informasi Indonesia) Infokes : Jurnal Ilmiah Rekam Medis dan Informasi Kesehatan
Bakhtiyar Hadi Prakoso
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Computer Science & IT Control & Systems Engineering Health Professions Medicine & Pharmacology Nursing Public Health Veterinary

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Pengaruh Preprocessing Data pada Metode SVR dalam Memprediksi Permintaan Obat Bakhtiyar Hadi Prakoso
JUSTINDO (Jurnal Sistem dan Teknologi Informasi Indonesia) Vol 2, No 2 (2017): JUSTINDO
Publisher : Universitas Muhammadiyah Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32528/justindo.v2i2.1045

Abstract

Stock out merupakan permasalahan yang sering muncul pada Instalasi Farmasi Rumah Sakit. Kondisi ini disebabkan karena permintaan obat lebih banyak dari stok obat yang ada. Upaya untuk mengatasi stock out dengan mengelola persediaan obat dengan benar salah satunya adalah dengan cara memprediksi permintaan obat. Pada penelitian ini akan digunakan metode SVR. Dalam perhitungan SVR melewati proses sebuah preprocesing data yang berfungsi untuk meningkatkan akurasi hasil. Penelitian ini akan membandingkan metode preprocessing linear scaling dengan z normalization. Hasil MAPE menunjukkan preprocessing dengan linear scaling  menghasilkan nilai yang lebih baik dibandingkan dengan z-normalization. 
Design and Development of An Electronic Medical Record System For Maternal and Child Health and Dental Clinics at Camar Mandiri Primary Clinic, Jember Mochammad Choirur Roziqin; Aylivia Fudya Ningrum; Bakhtiyar Hadi Prakoso; Indah Muflihatin; Gamasiano Alfiansyah; Muhammad Ifantara Putra
Jurnal Infokes Vol 16 No 1 (2026): Jurnal Ilmiah Rekam Medis dan Informatika Kesehatan
Publisher : Universitas Duta Bangsa Surakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47701/mr756b06

Abstract

Camar Mandiri Primary Clinic, particularly the Maternal and Child Health (MCH) and Dental outpatient units, has not yet implemented an Electronic Medical Record (EMR) system; consequently, patient registration and data recording are still performed manually. This condition is not in line with the Indonesian Ministry of Health Regulation No. 24 of 2022. This study aims to design and develop a web-based outpatient EMR system to improve service efficiency in the MCH and Dental clinics at Camar Mandiri Primary Clinic. This study employed a Research and Development (R&D) approach. Data were collected through observations and interviews involving two medical records staff, one dentist, one midwife, one pharmacist, and the clinic head. The system was developed using the waterfall method, which includes system flowcharts, context diagrams, Data Flow Diagrams (DFD), and Entity Relationship Diagrams (ERD). Data were collected through observation and interviews. The result is a web-based outpatient EMR system for the MCH and Dental clinics at Camar Mandiri Primary Clinic. Black-box testing results demonstrate that the system aligns with user needs, is user-friendly, and adequately supports clinical examination and reporting functions. Future development is recommended by adding more comprehensive and complex features, particularly modules related to pharmacy services and cashier management
Co-Authors Aylivia Fudya Ningrum Gamasiano Alfiansyah Indah Muflihatin Mochammad Choirur Roziqin Putra, Muhammad Ifantara