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Kurniawan, Yogiek Indra
Informatics, Engineering Faculty, Universitas Jenderal Soedirman, Indonesia
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Journal : Jurnal INFOTEL

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Prediction of patient length of stay using random forest method based on the Indonesian national health insurance Aini Hanifa; Yogiek Indra Kurniawan; Jati Hiliamsyah Husen; Arief Kelik Nugroho; Ipung Permadi
JURNAL INFOTEL Vol 15 No 3 (2023): August 2023
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v15i3.963

Abstract

Inpatient care is the largest component of healthcare service expenditure. Healthcare management plays a role in reducing expenditure costs and improving healthcare services. Identification of factors related to patient length of stay and accurate prediction of how long patients will be hospitalized becomes important to support stakeholder decision making. In this study, the length of stay for patients using BPJS insurance services was predicted using the random forest method. An experiment has been conducted to compare different numbers of trees and candidate split attributes in a prediction model. The experimental results showed that increasing the number of trees and candidate split attributes can improve prediction performance and reduce the resulting error rate. The optimal value was found when the number of trees was 100 with the MSE/Variance value of 0.3805. The main determinant variables for predicting patient length of stay were found to be the patient's disease diagnosis, participant segment, and healthcare facility type.
Co-Authors Abdul Kemal Nasa’i Wibowo ABIDIN, ANIDA ZULAIFA Aditama, Maulana Rizki Affandi, Syihabuddin Aflit Nuryulia Ahmad Mardalis, Ahmad Aini Hanifa Ajib Rosyadi Aldi Farhan Razak Alfarizi, Rizki Zakaria Andika Putra Pratama Andika Rustam Andri Lukman Nurjaman Anin Ammbya Soulani Aniq Hudiyah Bil Haq, Aniq Hudiyah Bil Anisah Tri Setyowinarti Annas, Rifai Annastalia Fatikasari Antaristi, Monika Arfandi Ahmad Arief Kelik Nugroho Arkham Zahri Rakhman Avifah Hasna Nur Fadila Ayu Putri Wardhani Aziz Abdul Rahman Aziz Prasuci Priambadha Bagas Ario Dewanto Bangun Wijayanto Bangun Wijayanto Bangun Wijayanto Bangun Wijayanto Budi Santoso Chrismawan, Stephen Prasetya Dadang Iskandar Dadang Iskandar, Dadang Daffa Ammar Muaafii Daffa Naufaldi Al Rasyid Dedi Gunawan Deny Febriyanto Desy Puspitassari Dhenok Prastyaningtyas Paramesvari Diky Alfian Kurniawan Diva Kurnia Achmadi Dzulfikar, Muhammad Zaki Eddy Maryanto Eddy Maryanto Eddy Maryanto Efrina Fitriani Fakhrur Razi Farida Angguntina Farida, Rahayu Faris Akbar Abimanyu Fatah Yasin Al Irsyadi Febri Sutmo Febri Sutomo Ferry Darmawan Ihsan Puntadewa Indahsari, Desy Kartika Indra Permana Jati Indraswari, Naisha Rahma Ipung Permadi Ipung Permadi Irfan Agus Tiawan Ivan Darmawan Jati Hiliamsyah Husen Joe, Michael Kumaidi, K Kusuma, Agung Fajar Surya Laksono, FX Anjar Tri Lasmedi Afuan Lena Rosmayani Lia Dewi Susanti Mahendra, Galuh Raka Majid Narendra Maria Ulfa Chasanah Marpid, Nuravifah Novembriana Meilisa Ayu Susantiva Mochammad Muslih Maruzi Mohamad Waluyo Monika Herliana Muazam, Safa Muhamad Taufik Hidayat MUHAMMAD ABDUL GHOFAR Muhammad Adam Mulyadi Mucoffa Muhammad Bahrul Ashfiya Muhammad Fikri Rivaldi Muhammad Hikal Muhammad Luthfi Muhammad Luthfi Hidayat Muhammad Naufal Faza Muhammad Thoriq Aziz Muhammad Zein Albalki Naisha Rahma Indraswari Nofiyati Nofiyati Nofiyati Nofiyati Nofiyati Nofiyati, Nofiyati Nofiyati, Nofiyati Novanto, Adi Nur Chasanah Nur Chasanah Octaviano, Atha Narentha Priandika Ratmadani Anugrah Puput Muliana Putri Rahayu, Swahesti Puspita Rahman, Ahmada Auliya Ramadhan, Muhammad Rivai Putra Ramadhani, Faza Abdillah Riski Agung Putro Laksono Rochmat Mulyo Sugihono Setyowinarti, Anisah Tri Singgih Rama Pradana Sohputro, Nicolas Sri Murwanti Sugih Ahmad Fauzan Sunan, Huzaely Latief Susi Setianingsih Swahesti Puspita Rahayu Teguh Cahyono Tiyssa Indah Barokah Uki Hares Yulianti Widhiatmoko Herry Purnomo Widiyarti Endang Saputri Windiasani, Pungki Arina Yulianita, Nadia Gitya