确定肺炎患儿住院影响因素的Logistic回归模型

A. Fitrianto, W. Z. A. Wan Muhamad
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引用次数: 0

摘要

肺炎是一种肺部感染,可能发生在婴儿、儿童、成人和老年人身上。然而,婴儿和老年人的肺炎更为严重。几项研究发现,如果婴儿生活在低收入家庭,他们更容易患肺炎。该研究旨在确定导致儿童因肺炎住院的因素。不考虑变量的显著性,进行二元逻辑回归分析以建立完整的模型。采用正向选择法选择显著变量。结果发现,母亲年龄、母亲孕期吸烟情况、儿童固体食物持续时间(以月为单位)、儿童肺炎发病年龄的p值分别为0.0009、0.0010、0.0003和小于0.0001。母亲的年龄、母亲在怀孕期间吸烟、孩子吃固体食物的月数、孩子患肺炎的年龄的比值比分别为0.69、6.22、0.40和0.60。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Logistic regression model for identifying factors affecting hospitalization of children with pneumonia
Pneumonia is a lung infection that could happen in babies, children, adults and older people. However, pneumonia in infants and older adults is more serious. Several studies found that infants are more likely to get pneumonia if they live in low-income families. The study aimed to identify factors that cause children to be hospitalized for pneumonia. The binary logistic regression analysis was performed to build a full model regardless of the significance of the variables. The forward selection approach was used to select the significant variables. It was found that the age of the mother, cigarette smoked by the mother during pregnancy, duration (in months) of the children on solid food, and the age when the child had pneumonia with the p-value of 0.0009, 0.0010, 0.0003 and less than 0.0001, respectively. The odds ratio of mother's age, cigarette smoked by mother during pregnancy, how many months the child on solid food, and children’s age when they had pneumonia are 0.69, 6.22, 0.40 and 0.60, respectively.
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