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基于技术的项目对症状困扰的影响的决策树分析:亚裔美国乳腺癌幸存者

A Decision Tree Analysis on the Impact of a Technology-Based Program on Symptom Distress: Asian American Breast Cancer Survivors.

作者信息

Im Eun-Ok, Yi Jee-Seon, Chee Wonshik

机构信息

Author Affiliations: Nell Hodgson Woodruff School of Nursing, Emory University (Drs Im, Yi, and Chee), Atlanta, GA; and College of Nursing, Institute of Health Sciences, Gyeongsang National University (Dr Yi), Jinju, Republic of Korea.

出版信息

Comput Inform Nurs. 2022 Jul 1;40(7):487-496. doi: 10.1097/CIN.0000000000000825.

Abstract

Using a decision tree analysis, this study aimed to identify the characteristics of the groups within Asian American breast cancer survivors whose symptom distress scores were effectively improved by a technology-based program. This was a secondary analysis of the data from an ongoing randomized controlled trial among 115 Asian American breast cancer survivors. The instruments were questions on background factors; the Memorial Symptom Assessment Scale-Short Form; the Cancer Behavior Inventory; the Questions on Attitudes, Subjective Norm, Perceived Behavioral Control, and Behavioral Intention; and the Supportive Care Needs Survey-Short Form 34. The data were analyzed using chi-square tests, t tests, repeated measurement analyses, and decision tree analyses. The decrease in the global distress index scores was the largest (1.253 points) among those with high psychological support needs. The decrease in the physical symptom distress scale scores was the largest (1.133 points) among those with high physical and daily living support needs who had a short US residence period and who were young. The decrease in the psychological symptom distress scores was the largest (1.511) among those with high psychological support needs. The findings suggest several characteristics of the groups within Asian American breast cancer survivors whose symptom distress could be highly improved by a technology-based intervention.

摘要

本研究采用决策树分析方法,旨在确定在亚裔美国乳腺癌幸存者群体中,那些通过基于技术的项目有效改善了症状困扰得分的群体的特征。这是对一项正在进行的针对115名亚裔美国乳腺癌幸存者的随机对照试验数据的二次分析。所使用的工具包括关于背景因素的问题、简明纪念症状评估量表、癌症行为量表、关于态度、主观规范、感知行为控制和行为意图的问题,以及简明支持性护理需求调查问卷34项。数据采用卡方检验、t检验、重复测量分析和决策树分析。在心理支持需求高的人群中,总体困扰指数得分的下降幅度最大(1.253分)。在身体和日常生活支持需求高、在美国居住时间短且年轻的人群中,身体症状困扰量表得分的下降幅度最大(1.133分)。在心理支持需求高的人群中,心理症状困扰得分的下降幅度最大(1.511分)。研究结果表明了亚裔美国乳腺癌幸存者群体中的一些特征,这些群体的症状困扰可以通过基于技术的干预得到显著改善。

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