TY - JOUR
T1 - Influencing factors that improve mental conditions patients with complementary therapy at Nur Hidayah Hospital, Bantul, Yogyakarta
AU - Purnami, Santi Wulan
AU - Arlianni, Kevina Windy
AU - Andari, Shofi
AU - Sagiran, Sagiran
AU - Khoirunnisa, Estiana
AU - Widada, Wahyudi
N1 - Publisher Copyright:
© 2023 The Authors, published by EDP Sciences.
PY - 2023/11/15
Y1 - 2023/11/15
N2 - 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.
AB - 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.
KW - Al-Quran
KW - Complementary Therapy
KW - Extended Cox
KW - Mental Conditions
KW - Survival
UR - http://www.scopus.com/inward/record.url?scp=85180112657&partnerID=8YFLogxK
U2 - 10.1051/bioconf/20237501006
DO - 10.1051/bioconf/20237501006
M3 - Conference article
AN - SCOPUS:85180112657
SN - 2273-1709
VL - 75
JO - BIO Web of Conferences
JF - BIO Web of Conferences
M1 - 01006
T2 - 5th International Conference on Bioinformatics, Biotechnology, and Biomedical Engineering, BioMIC 2023
Y2 - 6 September 2023 through 7 September 2023
ER -