在3岁的伊朗儿童中探索牙损伤和相关因素:随机森林对零膨胀的Poisson过程的应用
Fatemeh Masaebi1, Masoud Salehi2, Zahra Ghorbani3
1Social Determinants of Health Research Center, Health and Metabolic Diseases Research Institute, Zanjan University of Medical Sciences, Zanjan, Iran.
Medical journal of the Islamic Republic of Iran
|July 31, 2025
概括
幼儿牙损伤与性别和甜食消费等因素有关. 促进良好的口腔卫生,特别是使用牙线和定期去看牙医,是预防的关键.
科学领域:
- 儿科牙科 儿科牙科
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 牙腐烂严重影响儿童的生活质量.
- 细菌活动导致牙,这是一个普遍的儿童问题.
研究的目的:
- 调查与伊朗3岁儿童牙相关的因素.
- 比较不同统计模型在分析虫病数据中的性能.
主要方法:
- 伊朗德黑兰省815名儿童的横截面研究.
- 利用截断的随机森林,传统的随机森林和日志线性模型.
- 分析的预测因素:性别,刷牙,使用牙线,食用糖果,去看牙医,家长教育.
主要成果:
- 男孩出现牙的可能性更高 (RR, 1.11).
- 牙线的使用显著减少了 (RR, 2.74).
- 确定了关键因素:牙线,去看牙医,父亲的教育.
- 截断的随机森林模型显示出优异的性能 (MSE,0.002).
结论:
- 截断的随机森林模型表现优于传统的随机森林和日志线性模型.
- 促进对父母和孩子的口腔健康教育对于减少牙至关重要.
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