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Journal : Journal of Information Systems Engineering and Business Intelligence

Causal Modeling Between Factors on Quality of Life in Cancer Patients Using S3C-Latent Algorithm Yohani Setiya Rafika Nur; Ridho Rahmadi; Christantie Effendy
Journal of Information Systems Engineering and Business Intelligence Vol. 7 No. 1 (2021): April
Publisher : Universitas Airlangga

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20473/jisebi.7.1.74-83

Abstract

Background: Cancer patients can experience both physical and non-physical problems such as psychosocial, spiritual, and emotional problems, which impact the quality of life. Previous studies on quality of life mostly have employed multivariate analyses. To our knowledge, no studies have focused yet on the underlying causal relationship between factors representing the quality of life of cancer patients, which is very important when attempting to improve the quality of life.  Objective: The study aims to model the causal relationships between the factors that represent cancer and quality of life.Methods: This study uses the S3C-Latent method to estimate the causal model relationships between the factors. The S3C-Latent method combines Structural Equation Model (SEM), a multi objective optimization method, and the stability selection approach, to estimate a stable and parsimonious causal model.Results: There are nine causal relations that have been found, i.e., from physical to global health with a reliability score of 0.73, to performance status with a reliability score of 1, from emotional to global health with a reliability score of 0.71, to performance status with a reliability score of 0.82, from nausea, loss of appetite, dyspnea, insomnia, loss of appetite and from constipation to performance status with reliability scores of 0.76; 1; 0.61; 0.76; 0.72; 0.70, respectively. Moreover, this study found that 15 associations (strong relation where the causal direction cannot be determined from the data alone) between factors with reliability scores range from 0.65 to 1.Conclusion: The estimated model is consistent with the results shown in previous studies. The model is expected to provide evidence-based recommendation for health care providers in designing strategies to increase cancer patients’ life quality. For future research, we suggest studies to include more variables in the model to capture a broader view to the problem.
Co-Authors A.A. Ketut Agung Cahyawan W Adnan, Nur Fatimah Afridayani, Meri Agustina Sandramustika, Agustina Agustina Sri Oktri Hastuti Ainur Rahma, Ainur AKICHIKA MIKAMI Andina Setyawati, Andina Anggraini Lizdiana Wulandari Ardika, Noviana Ayu Arif Rahman Mansur, Arif Rahman Arifin Triyanto Ashar Prima Atsarina Fauzan Bambang Suryono, Bambang Basuki, Suko Bayu, Yoni Setyo Nugroho Christaputri, Silvia Tri Wahyu Darwito, Darwito Dewi Gayatri Dewiyuliana Dewiyuliana Diah Husna Nugraheni, Diah Husna Dian Mawarni Dimas Utomo Hanggoro Putro Dwi Aris Agung Nugrahaningsih Dwi Asih Kusumaningrum, Dwi Asih Dwi Susanti Elsi Dwi Hapsari Endro Basuki Erlina Erlina Fatwa Sari Tetra Dewi Fitria Fitria Fitriana, Nazula Fitrina Mahardani Kusumaningrum Gracia Rosiharjati Sarihastanti Hardiyani, Tati Haryani Haryani Heny Suseani Pangastuti Heny Suseani Pangastuti Heny Suseani Pangastuti Heny Suseani Pangastuti Heru Suwardianto Hieronimous Amandus Hikmawati, Ulfa Ibeneme, Sam Ike Wuri Winahyu Sari Intansari Nurjannah Ismail Setyopranoto Ispriyatiningsih, Ispriyatiningsih Kaningsih Yuniarti, Kaningsih Karolin Adhisty Khudazi Aulawi Kornelia B Simamora, Kornelia B Kurniawan, Catur Lailya Khusna Latifa Erdiana, Latifa Lorica, J D Made Ririn Sri Wulandari Mae Sri Hartati Wahyuningsih Martina Sinta Kristanti Maryadi Merry Olvia Mubasysyir Hasanbasri Mulyainuningsih, Wa Ode Saridewi Narni Tri Sulastri, Narni Tri Ningsih, Dini Cristia Novriyanti, Sukma Nur Chayati Nurdina Wahyu HIDAYATI Nurhasanah, Erna Nurul Aida Fathya Osman Sianipar Perdana, Melyza Praditia, Irsa Gusninda Probosuseno Putri Mentari Endraswari Putri Utami Ayu Maninggar Putu Oka Yuli Nurhesti Raeni N, Raeni Rahayu Widiyanti, Rahayu Ramadhan, Muhammad Deri Ridho Rahmadi Ridho Rahmadi Rizki Surtiyan Surya Rizky, Indah Roni Purnomo Rosaria Andriani, Rosaria Ruby SUSMAWATI Rudi Haryono, Rudi S, WIDIYONO Sardiman, Muhammad Satiti, Sekar Setyopranoto Setyopranoto Shodiq, Abror Siregar, Khairati Siti Na'imah SITI NURJANAH Sitti Rahma Soleman Solihin, Asri Handayani Sri Setiyarini Sri Setiyarini Sri Setiyarini Sri Setiyarini SRI SETIYARINI SRI SETIYARINI, SRI Sri Styowati Sri Wahyuni Sri Wahyuni Sri Warsini Suminarhati, Herlina Supriyati Supriyati Tou, Nurhaeka Tsauroh, Salsabila Fiqrotu Vita Ari Fatmawati Wahyudi, Vijna Putri Sukma Wandansari, Sri Wenny Artanty Nisman, Wenny Artanty WIDIYONO S Widiyono Widiyono Widyawati Widyawati Wirastuti, Fita Wiwin Lismidiati Yati Afiyanti Yayi Suryo Prabandari Yohani Setiya Rafika Nur Yuan Sa'adati Yundari, Yundari Yuyun Christyanni, Yuyun Zulia Putri Perdani, Zulia Putri