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采用决策树模型预测韩裔美国人对结直肠癌筛查的接受度。

Predicting adoption of colorectal cancer screening among Korean Americans using a decision tree model.

机构信息

School of Social Work, The University of Memphis, Memphis, TN, USA.

Department of Family and Consumer Sciences, Fashion Design and Merchandising, Illinois State University, Normal, IL, USA.

出版信息

Ethn Health. 2023 Apr;28(3):358-372. doi: 10.1080/13557858.2022.2035693. Epub 2022 Feb 9.

Abstract

BACKGROUND

Colorectal cancer screening (CRCS) rates remain suboptimal among Korean Americans despite recommendations from health organizations. Little is known about the mechanism underlying their CRCS adoption within complex systems. This study aimed to examine the multi-level predictors of CRCS adoption among Korean Americans using a decision tree model.

METHODS

A cross-sectional survey was performed to assess CRCS adoption and multiple levels of influence - individual (i.e. CRCS self-efficacy, CRCS attitudes, risk of colorectal cancer, psychological distress, health status), interpersonal (i.e. social support, social networks, CRCS recommendations), and organizational/community (i.e. health insurance, primary doctor, primary clinic) factors. A total of 433 Korean Americans aged 50-75 in a metropolitan area in the Southeastern U.S. completed a self-report questionnaire. To determine the important variables that predict CRCS adoption, the study generated a decision tree predictive model using R statistical software.

RESULTS

The results indicated that CRCS self-efficacy and CRCS attitudes at the individual level and CRCS recommendations and social support at the interpersonal level differentiate adopting or not adopting CRCS. Furthermore, CRCS recommendations (= 138, 56%, = 0.64) and CRCS self-efficacy ( = 51, 21%,  = 0.88) were the most powerful predictors of CRCS adoption.

CONCLUSION

The findings highlight the critical roles of CRCS recommendations from healthcare providers and family/friends and patients' confidence in performing screening-related tasks in influencing CRCS adoption among Korean Americans. Practice efforts should target individual and interpersonal characteristics when developing interventions for promoting CRCS among Korean Americans, especially who are not adherent to screening guidelines.

摘要

背景

尽管卫生组织提出了建议,但在美韩裔人群中,结直肠癌筛查(CRCS)的比例仍然不理想。在复杂系统中,他们接受 CRCS 的机制知之甚少。本研究旨在使用决策树模型检查美韩裔人群接受 CRCS 的多层面预测因素。

方法

进行了一项横断面调查,以评估 CRCS 采用情况以及多个层面的影响因素 - 个体因素(即 CRCS 自我效能感、CRCS 态度、结直肠癌风险、心理困扰、健康状况)、人际因素(即社会支持、社交网络、CRCS 建议)和组织/社区因素(即健康保险、初级医生、初级诊所)。美国东南部大都市地区的 433 名年龄在 50-75 岁之间的美韩裔人完成了一份自我报告问卷。为了确定预测 CRCS 采用的重要变量,该研究使用 R 统计软件生成了决策树预测模型。

结果

结果表明,个体层面的 CRCS 自我效能感和 CRCS 态度以及人际层面的 CRCS 建议和社会支持区分了接受或不接受 CRCS。此外,CRCS 建议(= 138,56%,= 0.64)和 CRCS 自我效能感(= 51,21%,= 0.88)是 CRCS 采用的最有力预测因素。

结论

研究结果强调了医疗保健提供者和家人/朋友的 CRCS 建议以及患者对执行与筛查相关任务的信心在影响美韩裔人群接受 CRCS 方面的关键作用。在制定针对美韩裔人群的促进 CRCS 采用的干预措施时,应针对个体和人际特征进行努力,尤其是那些不遵守筛查指南的人群。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42ce/9360189/8b5478ef5b9a/nihms-1776452-f0001.jpg

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本文引用的文献

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