Article Per Year (5 Year)
p-Index From 2021 - 2026
16.703
P-Index
This Author published in this journals
All Journal Jurnal Manajemen Pendidikan Jurnal Kesehatan Medika Saintika Jurnal Manajemen Informasi dan Administrasi Kesehatan Jurnal Manajemen Informasi Kesehatan Indonesia (JMIKI) Indonesian of Health Information Management Journal (INOHIM) Health Sciences and Pharmacy Journal Jurnal Pendidikan dan Konseling Surya Medika: Jurnal Ilmiah Ilmu Keperawatan dan Ilmu Kesehatan Masyarakat Abdi Dosen : Jurnal Pengabdian Pada Masyarakat PREPOTIF : Jurnal Kesehatan Masyarakat Jurnal Ilmiah Perekam dan Informasi Kesehatan Imelda (JIPIKI) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Kesehatan Tambusai J-REMI : Jurnal Rekam Medik dan Informasi Kesehatan Nusantara Hasana Journal Open Access Indonesian Journal of Medical Reviews Archives of The Medicine and Case Reports Interdisciplinary Social Studies Edu Cendikia: Jurnal Ilmiah Kependidikan International Archives of Medical Sciences and Public Health International Archives of Medical Sciences and Public Health COMSERVA: Jurnal Penelitian dan Pengabdian Masyarakat Indonesian Journal of Health Information Management (IJHIM) Jurnal Ilmiah Kesehatan Masyarakat Jurnal Sains dan Teknologi Sehat Rakyat: Jurnal Kesehatan Masyarakat Journal of Innovation Research and Knowledge Journal of Comprehensive Science Jurnal Sosial dan Sains Student Scientific Creativity Journal Cerdika: Jurnal Ilmiah Indonesia Indonesian Journal of Health Information Management Services (IJHIMS) Klinik: Jurnal Ilmiah Kedokteran dan Kesehatan Journal of Educational Innovation and Public Health Mutiara: Multidiciplinary Scientifict Journal Jurnal Medika Nusantara Medic Nutricia : Jurnal Ilmu Kesehatan Vitalitas Medis : Jurnal Kesehatan Dan Kedokteran Quantum Wellness : Jurnal Ilmu Kesehatan Vitamin: Jurnal Ilmu Kesehatan Umum Obat: Jurnal Riset Ilmu Farmasi dan Kesehatan Jurnal Siti Rufaidah Jurnal Rekam Medic Jurnal Ilmu Kedokteran dan Kesehatan Indonesia
Fannya, Puteri
Univeritas Esa Unggul
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Veterinary Other

Published : 141 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH)

 1 
Penerapan Random Forest dan Content-Based Filtering pada Alokasi Tenaga Kesehatan Hipertensi Asri, Jefry Sunupurwa; Aryani, Diah; Fannya, Puteri; Dewi, Ratna
Journal of Information System Research (JOSH) Vol 7 No 2 (2026): January 2026
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v7i2.9251

Abstract

Hypertension is a major health issue in DKI Jakarta requiring efficient resource distribution to overcome inter-regional access inequalities. This research aims to design and implement a web-based decision support system (DSS) integrating Geographic Information System (GIS) to optimize health worker allocation and determine hypertension priority areas precisely. The novelty lies in integrating a Random Forest machine learning model to predict service coverage until 2030 with Content-Based Filtering (CBF). The CBF method utilizes intrinsic regional features, including service percentages, geographical locations, and prediction trends, to generate objective health worker quota recommendations. The Random Forest model was validated using 5-Fold Cross Validation with excellent performance, showing an average R² value of 0.86 and an accurate Mean Absolute Error (MAE) of 6.7%. The system is implemented using Streamlit and Folium frameworks for geographical visualization. Research results provide contributions through priority area maps, adaptive health worker quota recommendations, and Mobile Health Clinic route simulations supporting data-driven decision-making. Through this system, policymakers can perform strategic planning to improve hypertension intervention effectiveness in Jakarta. With an integrated predictive and recommendation approach, this study is expected to become a reference in the digital transformation of public health resource allocation more equitably and accurately.
Co-Authors -, Muniroh Adham, Yunan Adil Hidayat Afra, Rara Ahmad Rizky Aliyani Aliyani Alvina Amalia Amalia, Isnaini Amirah Syafiqah Zahra Anas Fajry Rhomadon Aneu Rosliana Angela Marsiana Siki Angelina Angelina Anggita Nurul Fadlilah Anisa Dyah Irawati Anisa Nur Safitri Anisa Nur Zulkarina Annida Ariyani Annisa Azzahra, Annisa Aqshal Hidayatullah Ariyani, Annida Armila Astiyana Triadi Athiyyah, Hanifatul Aulia, Ni Wayan Riskita Ayu Hardianti Bagas Saputra Bangga Agung Satrya Betji Nadiana Bissilisin Brigita Natalia Br Surbakti Budi Sunaryo Budiana Gustiara Chresia Ericha Cindi Trisa Olivia Daniel Happy Putra Debbie Friscilla Carolina Manalu Dede Lisda Nurjanah Dede Lisda Nurjanah Delmi Sulastri Dessy Safutri Deta Nurfena Nurfena Dewi Kisaputri Dewi Sartika Dewi, Deasy Rosmala Diah Aryani, Diah Dila Yuliandini Dina Munadiatu Dina Sonia Dinda Melani Safitri Diva Angelita Diva Sabina Dwi Chandrarika Putri Aulia Dwi Nurul Fadila Edi Kurnianto Endika Rachmad Fadia Eka Septiawati Faiha, Hana Fandhika, Lilin Tata Fani Nur Azizah Fathul Baari Fingky Rizki Wulandari Fiqih Nurhidayah Fretycia Laurenty Gina Sonia Hana Faiha Hardi Arissaputra Ilham Abdurohman Indawati, Laela Iqbal Tri Putra Iqbal, Muhammad Fuad Isnaini Amalia Izmi Novianita Jack Febrian Rusdi Jefry Sunupurwa Asri Kevin Handynata Khoirunnisa Sabiladina Lasmaria Simorangkir Lilin Tata Fandhika Lily Widjaya Lily Widjaya Lily Widjaya Listania Aisyah Putri Luthfiah Aulia Rachman M. Fuad Iqbal Maeimunah, Siti Magdalena, Selvy Manalu, Debbie Friscilla Carolina Mei Nur Khasanah Melani Aulia Mufida Mordekhai Immanuel Sitorus Muammar Dzachwani Muammar Dzachwani Muhamad Al Imran Rangga Putra Muhammad Arif Sutrasno Muhammad Hafiz Zuhri Munazhifah Munazhifah Muniroh Muniroh - Muniroh Muniroh Muniroh Muniroh Muniroh Muniroh Muniroh Muniroh Muniroh, Muniroh Nabila Zahara Ramadan Nabilah Khairunisa Nadiya Nurul Afifah Nanda Aula Rumana Navry Nanda Aprilian Nazira Nur Amalia Nicki Nugrahaningtyas Noviliana, Tiara Nur Fadilah Nur Mawaddah, Nur Nurfena, Deta Nurfena Nurhaliza Putrikama Nurmayantih Nusamina Pulungan P. S., Raihan Fakhri Piter Serhalawan, Roi Putri Rafikasani Putri Syaikhu Putri, Listania Aisyah R Gumilar Hadiningrat Rahmah, Rizqia Rahmawati, Rena Maulina Ramadhana, Nur Fatihah Adlia Ratna Dewi Ratna Sari Rifda Ulfa Andini Rifqi Fauzan Risma Ayu Fitriyani Risma Sisni Fadilla Rizky Alfiansyah Rizky Khaerunnisa Roi Piter Serhalawan Rosa Patricia Rosfita Rasyid Rosita, Annida Ulfiar Rumana, Nanda Sabiladina, Khoirunnisa Sabina, Diva Safitri, Dinda Melani Safitri, Yolan Adis Salsabella, Pradita Salsabila, Aulia Salsabillah Zahrah Hayati Sarah Khonsa Sarah Khonsa Seastama, Komang Cyntia Noviari Selvi Damayanti Shafa Aulia Ananda Hermanto Simorangkir, Lasmaria Siswati Siswati Siswati Sonaria Tambunan Suciyanti Suciyanti Surlialy, Dewi Sutrasno, Muhammad Arif Syafitri, Yenni Syahrul Dwi Ramadhani Tantri Wilananda Tedja Gurat Baktina Tri Putra, Iqbal Trideswira Tryandi Rohmadoni Usman, Nadia Salim Bin Vania Rachma Putri Vardhani, Afifah Kusuma Viatiningsih, Wiwik Vitianingsih, Wiwik W., Mochamad Fauzan Wahyudi Prasetyo Widjaja, Lily Widjaya, Lily Winda Febriarini Windiana Mega Sukmawati Wiwik Vitianingsih Yati Maryati Yenni Syafitri Yulia, Noor