ANALISIS SURVIVAL MENGGUNAKAN REGRESI WEIBULL PADA LAJU KESEMBUHAN PASIEN TUBERKULOSIS PARU DI RSUD ALOEI SABOE KOTA GORONTALO

Isran K Hasan, Winni A. Pakaya, Novianita Achmad, Dewi Rahmawaty Isa

Abstract


This study was aimed at discussing survival analysis in Pulmonary Tuberculosis patients in Aloei Saboe using Weibull regression to find out the factors that influence the patient’s recovery rate. To analyze the survival time, the Kaplan-Meier curve is used then the process continues into Log-Rank Test to see the differences between groups in a curve. Weibull Regression is used to determine the significant factors based on a log-rank test in the rate of recovery of Pulmonary Tuberculosis patients. The results of the study concluded age, shortness of breath, fever, cough, history of illness and smoking habits are factors that significantly influence the rate of recovery of Pulmonary Tuberculosis patients.

Keywords


Survival Analysis; Weibull Regression; Pulmonary Tuberculosis; Kaplan Meier; Log Rank

Full Text:

PDF

References


D. M. Purnamasari, “Tuberkulosis Masih Jadi Ancaman, Indonesia Negara dengan Beban TB Tertinggi Ketiga,” KOMPAS.COM, 2021. [Online]. Available: https://nasional.kompas.com/read/2021/03/25/09171841/tuberkulosis-masih-jadi-ancaman-indonesia-negara-dengan-beban-tb-tertinggi?page=all. [Accessed: 09-Jun-2021]

A. Saidi, “Stigma Pengobat TBC Dan Mitos Terengi,” Dinas Kesehatan Provinsi Gorontalo, 2021. [Online]. Available: https://dinkes.gorontaloprov.go.id/stigma-pengobat-tbc-dan-mitos-terengi/. [Accessed: 15-Jun-2021]

D. G. Kleinbaum and M. Klein, Survival Analysis. New York, NY: Springer New York, 2012.

D. Collett, Modelling Survival Data in Medical Research, Third Edition. Bristol, UK: Chapman and Hall/CRC, 2015.

P. D. Allison, Survival Analysis Using SAS:A Practical Guide. Cary, N.C.: SAS Institute, 1995.

A. Solehah and M. Fatekurohman, “Analisis Ketahanan Hidup Pasien Kanker Paru Menggunakan Regresi Weibull,” Indones. J. Appl. Stat., vol. 1, no. 2, pp. 79–87, 2019, doi: 10.13057/ijas.v1i2.25276.

J. Yolanda and F. T. Kristanti, "Analisis Survival Pada Financial Distress Menggunakan Model Cox Hazard," BALANCE: Economic, Business, Management and Accounting Journal, vol. 17, no. 2, pp. 21-31, 2020.

K. R. Pranita and F. T. Kristanti, "Analisis Financial Distress Menggunakan Analisis Survival." Nominal: Barometer Riset Akuntansi dan Manajemen, vol. 9, no. 2, pp. 62-79, 2020.

B. Audina and M. Fatekurohman, "Analisis Survival pada Data Pasien Covid 19 di Kabupaten Jember," Berkala Sainstek, vol. 8, no. 4, pp. 118-121, 2020.

S. Sulantari and W. Hariadi, "Analisis Survival Waktu Sembuh Pasien Covid-19 di Kabupaten Banyuwangi." Transformasi: Jurnal Pendidikan Matematika dan Matematika, vol. 4, no. 2, pp. 375-386, 2020.

D. Lukitasari, A. Setiawan, and L. R. Sasangko, “Bayesian Survival Analysis untuk Mengestimasi Parameter Model Weibull-Regression pada Kasus Ketahanan Hidup Pasien Penderita Jantung Koroner,” d’CARTESIAN, vol. 4, no. 1, pp. 26–33, 2015, doi: 10.35799/dc.4.1.2015.7531.

A. R. Baghestani, S. S. Moghaddam, H. A. Majd, M. E. Akbari, N. Nafissi, and K. Gohari, “Survival analysis of patients with breast cancer using weibull parametric model,” Asian Pacific J. Cancer Prev., vol. 16, no. 18, pp. 8567–8571, 2016, doi: 10.7314/APJCP.2015.16.18.8567.

M. Kazempour-Dizaji, A. Kazemnejad, P. Tabarsi, and F. Zayeri, “Estimation of Ten-Year survival of patients with pulmonary tuberculosis based on the competing risks model in Iran,” Tanaffos, vol. 15, no. 1, pp. 37–43, 2016.

S. Daniel, K. E. Lasisi, and J. Banister, “Application of Survival Analysis of TB Patients Using Parametric Model: A Case Study of General Hospital Bayara,” Asian J. Probab. Stat., vol. 6, no. 4, pp. 54–65, 2020, doi: 10.9734/ajpas/2020/v6i430169.

S. S. Rajak, S. Ismail, and R. Resmawan, “Metode Conditional Autoregressive dalam Analisis Penyebaran Kasus Penyakit Tuberculosis,” Jambura J. Probab. Stat., vol. 2, no. 1, pp. 28–34, Apr. 2021, doi: 10.34312/jjps.v2i1.9771.




DOI: https://doi.org/10.34312/euler.v9i1.10758

Refbacks

  • There are currently no refbacks.


Copyright (c) 2021 Isran K Hasan, Winni A. Pakaya, Novianita Achmad, Dewi Rahmawaty Isa

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.


Euler : Jurnal Ilmiah Matematika, Sains dan Teknologi has been indexed by:


                         EDITORIAL OFFICE OF EULER : JURNAL ILMIAH MATEMATIKA, SAINS, DAN TEKNOLOGI

 Department of Mathematics, Faculty of Mathematics and Natural Science, Universitas Negeri Gorontalo
Jl. Prof. Dr. Ing. B. J. Habibie, Tilongkabila, Kabupaten Bone Bolango 96554, Gorontalo, Indonesia
 Email: euler@ung.ac.id
 +6287743200854 (Call/SMS/WA)
 Euler : Jurnal Ilmiah Matematika, Sains dan Teknologi (p-ISSN: 2087-9393 | e-ISSN:2776-3706) by Department of Mathematics Universitas Negeri Gorontalo is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.  Powered by Public Knowledge Project OJS.