儿童和青少年牙损伤风险预测模型:系统性审查和元分析
Xijia Wang1,2, Peng Zhang2, Huifei Lu1,2
1Department of Graduate and Scientific Research, Zunyi Medical University Zhuhai Campus, Zhuhai, Guangdong, People's Republic of China.
BMJ open
|March 5, 2025
概括
对儿童的简化牙损伤预测模型显示中度准确性,但具有高偏差风险. 未来的研究必须提高模型质量和验证,以便可靠的临床使用.
科学领域:
- 牙科公共卫生 牙科公共卫生
- 生物统计学 生物统计学
- 流行病学 流行病学
背景情况:
- 牙损仍然是儿童和青少年的全球重大健康问题.
- 准确的预测模型对于早期干预和预防策略至关重要.
- 现有的儿童虫预测模型需要进行系统的评估.
研究的目的:
- 系统地评估已发表的儿童和青少年牙损伤预测模型.
- 评估这些模型的偏差和歧视性性能风险.
主要方法:
- 一个系统的审查和观测研究的元分析.
- 在多个数据库中进行的搜索截至2024年1月.
- 包括研究开发18岁或更年轻人虫风险预测模型的研究.
主要成果:
- 包括11项研究,所有模型都显示出高偏差风险.
- 常见的方法包括后勤回归,随机森林和支向量机器.
- 曲线下的面积 (AUC) 值在0.57到0.91之间,组合模型的AUC值为0.79.
结论:
- 简化儿童虫预测模型的性能中等,但偏差很高.
- 建议遵守预测模型偏差风险评估工具 (PROBAST) 的指导方针.
- 未来的研究应该优先考虑模型质量,严格的设计和外部验证.
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