通过带惩罚性样条估计器的双响应非参数回归模型检测易患生长迟缓的儿童年龄

IF 1 Q3 NURSING
Iranian Journal of Nursing and Midwifery Research Pub Date : 2024-09-04 eCollection Date: 2024-09-01 DOI:10.4103/ijnmr.ijnmr_342_22
Anna Islamiyati, Anisa Kalondeng, Muhammad Zakir, Sultan Djibe, Ummi Sari
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引用次数: 0

摘要

背景:0-60 个月大儿童的生长发育会影响他们以后的生长发育。本研究旨在确定在这一年龄段出现生长迟缓的男童和女童的易感年龄:研究设计采用横断面方法,每个儿童的测量数据只采集一次。数据来自 2022 年南苏拉威西省卫生综合服务站的称重结果。考虑到年龄、体重和身高因素,分析的数据数量为 698 名儿童,即 369 名男孩和 329 名女孩。我们使用了一个非参数双响应回归模型,该模型使用惩罚性样条曲线进行估计。每个模型的节点分别为 12、24、36 和 48:结果:模型中的惩罚性样条回归系数值表明,儿童的生长速度减慢,不在正常范围内。这可以从男孩从 12 个月到 24 个月期间的体重和身高看出,仅增加了约 0.3 千克和 0.3 厘米。女孩的问题则出现在 24 个月到 36 个月期间,即体重增加了约 0.6 千克,身高增加了约 1 厘米:分析结果表明,男孩的生长速度从 2 岁开始减慢,一直持续到 5 岁。女孩的生长速度从 3 岁开始放缓,直到 5 岁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detecting Age Prone to Growth Retardation in Children Through a Bi-Response Nonparametric Regression Model with a Penalized Spline Estimator.

Background: The growth of children aged 0-60 months can impact their subsequent growth and development. This study aims to identify the vulnerable age for boys and girls, who experience growth retardation within this age range.

Methods: The study design used was a cross-sectional approach in which each child's measurement data was only taken once. The data were obtained from weighing results at the Health Integrated Service Post in South Sulawesi Province in 2022. The number of data analyzed was 698 children, namely 369 boys and 329 girls by considering the factors of age, weight, and height. We used a nonparametric bi-response regression model estimated using a penalized spline. The knots used are 12, 24, 36, and 48 on each model.

Results: The value of the penalized spline regression coefficient in the model indicates that the child's growth is slowed down and is not within normal limits. This can be seen in the weight and height of boys from the age of reaching 12 months to 24 months, only increasing by about 0.3 kg and 0.3 cm. For girls, the problem occurs from the age of 24 to 36 months, namely their weight increases by about 0.6 kg, and their height increases by about 1 cm.

Conclusions: The analysis results show that boys' growth slows down at 2 years of age and continues until 5 years of age. In the case of girls, their growth begins to slow when they are 3 years old until they reach 5 years old.

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来源期刊
CiteScore
1.80
自引率
0.00%
发文量
79
审稿时长
46 weeks
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