| Issue |
BIO Web Conf.
Volume 75, 2023
The 5th International Conference on Bioinformatics, Biotechnology, and Biomedical Engineering (BioMIC 2023)
|
|
|---|---|---|
| Article Number | 01006 | |
| Number of page(s) | 8 | |
| Section | Bioinformatics and Data Mining | |
| DOI | https://doi.org/10.1051/bioconf/20237501006 | |
| Published online | 15 November 2023 | |
Influencing factors that improve mental conditions patients with complementary therapy at Nur Hidayah Hospital, Bantul, Yogyakarta
1 Department of Statistics, Institut Teknologi Sepuluh Nopember, Surabaya, Indonesia
2 Faculty of Medicine, Universitas Muhammadiyah Yogyakarta, Yogyakarta, Indonesia
3 Program of Nursing, Universitas Muhammadiyah Jember, Jember, Indonesia
* Corresponding author: santi_wp@statistika.its.ac.id
Mental health is a concern of many parties. Complementary therapy is carried out in line with physical treatment with the aim of reducing the number of cases of mental health disorders, one of them at Nur Hidayah Hospital. This study used random forest and extended Cox regression to determine improvement in the mental condition of patients with complementary therapy. The research data used data from the medical records of 102 patients with Al-Quran Complementary Therapy. Random forest classifier does not give good accuracy only 0.58. Log-rank test showed that the variables attitude, problem Prayer, interaction history and treatment reactions had different survival curves between the categories of each variable. The interaction history variable does not meet the proportional hazard assumption so that the Cox model used is stratified and time-dependent Cox. The best model is the Cox stratified model with the interaction having the smallest AIC value of 286.84. Factors that have a significant effect on the time to improve mental conditions are gender and the main complaint in the patient strata who have a history of interaction and the age variable in the stratum of patients who have had a history of interaction.
Key words: Al-Quran / Complementary Therapy / Extended Cox / Mental Conditions / Survival
© The Authors, published by EDP Sciences, 2023
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