基于随机森林模型的乳腺癌患者养育忧虑现状及影响因素分析
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女,硕士在读,学生

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淮安市卫生健康委员会科研项目(HABL2023065);国家自然科学基金项目(82403191)


Factors associated with parenting concerns among breast cancer patients using random forest method
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    摘要:

    目的 探讨乳腺癌患者养育忧虑现状及其影响因素,为制订减轻养育忧虑的干预方案提供参考。方法 使用便利抽样方法对202例乳腺癌患者采用一般资料调查表、 养育忧虑问卷、社会资本量表、配偶支持感知量表、家庭韧性量表以及家庭沟通量表进行横断面调查,使用随机森林模型对自变量进行重要性排序及变量筛选,将筛选后 的变量纳入多元线性回归。结果 乳腺癌患者养育忧虑得分为(2.54±0.68)分。随机森林模型显示,当变量数为8时袋外估算误差率最低。多元线性回归分析结果显示 ,家庭韧性、配偶支持感知、家庭沟通、家庭人均月收入、社会资本、文化程度、未成年子女数量是乳腺癌患者养育忧虑的影响因素(均P<0.05)。结论 乳腺癌患者养 育忧虑处于中等偏低水平,建议医护人员根据影响因素制订针对性的干预措施,降低患者养育忧虑水平

    Abstract:

    Objective To explore the current status and associated factors of parenting concerns among breast cancer patients, and to provide references for developing intervention programs to alleviate parenting concerns. Methods A convenience sample of 202 breast cancer patients was invited to complete a battery of questionnaires, including a general information questionnaire, the Parenting Concerns Questionnaire, the Social Capital Scale, the Perceived Spousal Support Scale, the Family Resilience Assessment, and the McMaster Family Assessment Device. A random forest model was used to rank the importance of independent variables and select the potential predictors which were used for multiple linear regression analysis. Results The average score for parenting concerns among breast cancer patients was 2.54±0.68. The random forest model showed that the out-of-bag (OOB) estimation error rate was lowest when the number of variables was 8. Multiple linear regression analysis revealed that family resilience, perceived spousal support, family communication, monthly household income per capita, social capital, education level, and the number of minor children were significant influencing factors of parenting concerns (all P<0.05). Conclusion Parenting concerns of breast cancer patients are at a low to moderate level, indicating targeted interventions should be developed based on the influencing factors.

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董译丹,张青,张敏,钟梦诗,刘长莹.基于随机森林模型的乳腺癌患者养育忧虑现状及影响因素分析[J].护理学杂志,2025,40(22):83-88

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  • 收稿日期:2025-06-17
  • 最后修改日期:2025-08-21
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  • 在线发布日期: 2025-12-30