护理研究2024,Vol.38Issue(5):812-819,8.DOI:10.12102/j.issn.1009-6493.2024.05.009
基于随机森林的维持性血液透析病人及配偶恐惧疾病进展的影响因素
Influencing factors of fear of progress in maintenance hemodialysis patients and their spouses based on random forest model
摘要
Abstract
Objective:To explore the influencing factors of fear of progression in middle-aged and elderly maintenance hemodialysis patients and their spouses by using random forest algorithm.Methods:Using convenient sampling method,239 middle-aged and elderly maintenance hemodialysis patients and their spouses who were treated in hemodialysis centers of tertiary grade A hospitals in Luzhou were investigated,and the importance of influencing factors was ranked by random forest model.Results:The total score of fear of progression in middle-aged and elderly FoP patients was(38.48±8.49),and the total score of fear of progression in spouse was(38.05±8.21).Random forest importance ranking shows that dialysis age,positive coping style and age of patients were the top three important factors affecting the fear of progression in middle-aged and elderly patients.Spouse's positive coping style,spouse's illness perception and spouse's social support are the top three important factors affecting the progress of spouse's fear of progression in middle-aged and elderly maintenance hemodialysis patients.Conclusion:Middle-aged and elderly maintenance hemodialysis patients and their spouses generally have serious fear of progression.Clinical medical staff should pay attention to it and formulate personalized intervention measures for patients and their spouses with different characteristics.关键词
维持性血液透析/中老年人/配偶/恐惧疾病进展/影响因素/重要性Key words
maintenance hemodialysis/middle-aged and elderly/spouse/fear of progression/influencing factors/importance引用本文复制引用
张杰兰,马奔驰,余兆兰,柯燕,鞠梅..基于随机森林的维持性血液透析病人及配偶恐惧疾病进展的影响因素[J].护理研究,2024,38(5):812-819,8.基金项目
四川医院管理和发展研究中心项目,编号:SCYG2019-24 ()
泸州-西南医科大科技战略合作项目,编号:2018LZXNYD-SK15 ()