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Causal Relationships of Sexual Dysfunction Factors in Women Using S3C-Latent
https://doi.org/10.22146/ijccs.62144 Yuan Sa'adati(1), Christantie Effendy(2), Ridho Rahmadi(3*)
(1) Master of Informatics, FTI Universitas Islam Indonesia, Yogyakarta
(2) Departement of Medical Surgical Nursing, FK-KMK UGM, Yogyakarta
(3) Master of Informatics, FTI Universitas Islam Indonesia, Yogyakarta
(*) Corresponding Author
Abstract
Women with cancer are at risk for sexual dysfunction characterized by problems with sexual desire, sexual arousal, lubrication, orgasm, sexual satisfaction, and pain during sexual intercourse. The literature review shows that most studies have focused on correlation analysis between factors, and no studies have attempted to identify a causal relationship between factors of sexual dysfunction. This study aims to determine the causal mechanism between factors of sexual dysfunction in cancer patients using a causal algorithm called the Stablespec Specification Search for Cross-Sectional Data With Latent Variables (S3C-Latent). The causal algorithm has been implemented into the R software package called Stablespec. The computation of the model is done in parallel using the CPU server. The result of this study is that there are a causal relationship and association with a high-reliability score of sexual dysfunction factors. We hope that the causal model obtained can be a scientific reference for doctors and health workers in making decisions so that the quality of life of female cancer patients who experience sexual dysfunction can be improved.
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[1] P. Taechaboonsermsak, J. Kaewkungwal, P. Singhasivanon, W. Fungladda, and S. Wilailak, “Causal relationship between health promoting behavior and quality of life in cervical cancer patients undergoing radiotherapy,” Southeast Asian J. Trop. Med. Public Health, vol. 36, no. 6, pp. 1568–1575, 2005.
[2] D. M. Virginia, “Sindrom Metabolik pada Pasien Kanker di Yogyakarta , Indonesia Metabolic Syndrome among Cancer Patients in Yogyakarta , Indonesia,” Pharm. J. Farm. Indones. (Pharmaceutical J. Indones., vol. 17, no. 01, pp. 118–127, 2020.
[3] E. Rahmi, A. Nuraeni, and T. Solehati, “Gambaran fungsi seksual pada wanita dengan terapi akibat kanker payudara,” vol. 15, no. 1, pp. 1–9, 2019.
[4] J. Vasconcelos Raposo, T. Lisete Moreira, F. Arbinaga Ibarzábal, and C. Teixeira, “Sexual satisfaction in patients with cancer,” Acta Colomb. Psicol., vol. 20, no. 2, pp. 106–115, 2017.
[5] A. I. Rincón-hernández et al., “Temporal stability and clinical validation of the Spanish version of the female sexual function inventory ( FSFI ),” Women Health, vol. 00, no. 00, pp. 1–10, 2020.
[6] F. Barbagallo, L. M. Mongio, R. Cannarella, S. La Vignera, R. A. Condorelli, and A. E. Calogero, “Sexual Dysfunction in Diabetic Women : An Update on Current Knowledge,” pp. 11–21, 2020.
[7] P. Nuring, S. Budi Iman, A. Denny, and E. Ova, “Validation test of Indonesian female sexual function index (Indonesian FSFI),” Bali Med. J., vol. 8, no. 1, pp. 164–168, 2018.
[8] S. Susiyadi & Rokhayah, “Pengaruh obesitas terhadap disfungsi seksual wanita di kecamatan Patikraja Banyumas,” MEDISAINS, 14(3)., vol. 14(3), 2017.
[9] E. O. Laumann et al., “A cross-national study of subjective sexual well-being among older women and men: findings from the Global Study of Sexual Attitudes and Behaviors,” Arch. Sex. Behav., vol. 35(2), pp. 143–159, 2006.
[10] S. Hindun, R. Pastuty, and Aprilina, “Risiko Disfungsi Sekusal pada Perempuan Pemakai Kontrasepsi Depo Medroxy Progesteron Acetate Di Puskesmas Basuki Rahmat Palembang Tahun 2011,” pp. 35–51, 2013.
[11] M. F. Pasaribu, T. Ramadhan, and E. Nugraheni, “Hubungan Kehamilan terhadap Fungsi Seksual Wanita Usia 20─35 Tahun di Kecamatan Singaran Pati Kota Bengkulu,” J. Kedokt. Raflesia, vol. 2, pp. 38–46, 2016.
[12] K. Sjögren Fugl-Meyer and A. R. Fugl-Meyer, “Sexual disabilities are not singularities,” Int. J. Impot. Res., vol. 14, no. 6, pp. 487–493, 2002.
[13] D. Nur, A. Sari, and E. Oktavianto, “Seksualitas Pada Pasien Ca Mamae Yang Menjalani Kemoterapi,” vol. 15, no. 2, pp. 107–114, 2020.
[14] M. Arianti, I. Nursanti, and M. N. Nugroho, “Pengalaman seksual pada perempuan dengan kanker serviks yang sedang menjalani kemoterapi,” J. Ilm. Kesehat., vol. 9, no. 2, pp. 72–77, 2020.
[15] S. R. Chang, C. F. Yang, and K. H. Chen, “Relationships between body image, sexual dysfunction, and health-related quality of life among middle-aged women: A cross-sectional study,” Maturitas, vol. 126, no. January, pp. 45–50, 2019.
[16] M. Putri, “Determinan Kejadian Disfungsi Seksual pada Wanita Menopause di Wilayah Kerja Puskesmas Rawang Lama Kecamatan Rawang Panca Arga Kabupaten Asahan Tahun 2017,” J. Ilm. Kohesi, vol. 1, pp. 163–174, 2017.
[17] F. Fahami, M. Savabi, and S. Mohamadirizi, “Relationship of sexual dysfunction and its associated factors in women with genital and breast cancers,” Iran. J. Nurs. Midwifery Res., vol. 20(4), p. 516, 2015.
[18] I. Pérez-Herrezuelo et al., “Female sexual function and its association with the severity of menopause-related symptoms,” Int. J. Environ. Res. Public Health, vol. 17, no. 19, pp. 1–13, 2020.
[19] L. Del Pup, P. Villa, I. D. Amar, C. Bottoni, and G. Scambia, “Approach to sexual dysfunction in women with cancer,” Int. J. Gynecol. Cancer, vol. 29, no. 3, pp. 630–634, 2019.
[20] P. Spirtes, “An Introduction to Causal Inference,” J. Mach. Learn. Res., vol. 11, pp. 1643–1662, 2010.
[21] Z. D. Putri, “Hubungan antara Fungsi Seksual dengan Kualitas Hidup Pasien Kanker Payudara,” Skripsi, 2018.
[22] R. Rosen et al., “The female sexual function index (Fsfi): A multidimensional self-report instrument for the assessment of female sexual function,” J. Sex Marital Ther., vol. 26, no. 2, pp. 191–205, 2000.
[23] R. Rahmadi, P. Groot, and T. Heskes, “The stablespec package for causal discovery on cross-sectional and longitudinal data in R,” Neurocomputing, vol. 275, pp. 2440–2443, 2018.
[24] R. Rahmadi, “Finding stable causal structures from clinical data,” (Doctoral Diss. [Sl sn]), 2019.
[25] R. Rahmadi, P. Groot, and T. Heskes, “Stable specification search in structural equation models with latent variables,” ACM Trans. Intell. Syst. Technol., vol. 10, no. 5, pp. 1–19, 2019.
[26] R. Rahmadi, P. Groot, and T. Heskes, “Stable Specification Searches in Structural Equation Modeling Using a Multi-objective Evolutionary Algorithm,” Semin. Nas. Apl. Teknol. Inf., vol. 1, no. 1, pp. 15–20, 2014.
[27] P. M. Endraswari, R. Rahmadi, and C. Effendy, “Pemodelan Hubungan Kausal dari Faktor-Faktor Penentu Cancer Related,” J. Resti, vol. 1, no. 10, 2021.
[28] K. A. Bollen, Structural Equations with Latent Variables., vol. 20, no. 1. 1989.
[29] Kenny et al, “Data Analysis in social psycology,” Handb. Soc. psycology 4th Ed., vol. 1, pp. 233–265, 1998.
[30] K. Deb, A. Pratap, S. Agarwal, and T. Meyarivan, “A fast and elitist multiobjective genetic algorithm: NSGA-II,” IEEE Trans. Evol. Comput., vol. 6, no. 2, pp. 182–197, 2002.
[31] R. Rahmadi et al., “Causality on longitudinal data: Stable specification search in constrained structural equation modeling,” Stat. Methods Med. Res., vol. 27, no. 12, pp. 3814–3834, 2018.
[32] N. Meinshausen and P. Bühlmann, “Stability selection,” J. R. Stat. Soc. Ser. B Stat. Methodol., vol. 72, no. 4, pp. 417–473, 2010.
[33] R. Salmerón-Gómez, C. García-García, and J. García-Pérez, “A Guide to Using the R Package ‘multiColl’ for Detecting Multicollinearity,” Comput. Econ., 2020.
[34] C. M. Dundon and A. H. Rellini, “More than sexual function: Predictors of sexual satisfaction in a sample of women age 40-70,” J. Sex. Med., vol. 7, no. 2 PART 2, pp. 896–904, 2010.
[35] R. O. Y. J. Levin, “The Clitoris — An Appraisal of its Reproductive Function During the Fertile Years : Why Was It , and Still Is , Overlooked in Accounts of Female Sexual Arousal,” Clin. Anat., vol. 33, no. 1, pp. 136–145, 2020.
[36] S. J. Falk and D. S. Dizon, “Sexual dysfunction in women with cancer,” Fertil. Steril., vol. 100, no. 4, pp. 916–921, 2013.
[37] E. . Prastiwi, S. Niman, and Y. . Susilowati, “Pengaruh Penggunaan Lubrikan Terhadap Peningkatan Fungsi Seksual Pada Wanita Menopause Di RW 01 Desa Pakuhaji Kecamatan Ngamprah Bandung,” Ejournal Stikes Borromeus, no. October, pp. 15–20, 2017.
[38] M. Gonz, G. Vi, F. Caba, T. Molina, and C. Ortiz, “Libido and orgasm in middle-aged woman ଝ,” Maturitas, vol. 53, no. 1, pp. 1–10, 2006.
[39] A. Holt and K. . Lyness, “Body Image and Sexual Satisfaction,” J. Couple Relatsh. Ther. Innov. Clin. Educ. Interv. Couple Ther. Addict., pp. 37–41, 2007.
[40] D. F. Hurlbert, “A comparative study using orgasm consistency training in the treatment of women reporting hypoactive sexual desire,” J. Sex Marital Ther., vol. 19, no. 1, pp. 41–55, 1993.
[41] M. Dewitte and J. Schepers, “Relationship Context Moderates Couple Congruence in Ratings of Sexual Arousal and Pain During Vaginal Sensations in the Laboratory,” Arch. Sex. Behav., vol. 48, no. 8, pp. 2507–2518, 2019.
DOI: https://doi.org/10.22146/ijccs.62144
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