首页> 中文期刊>中华流行病学杂志 >利用两水平logistic模型探讨麻疹监测系统病例分类

利用两水平logistic模型探讨麻疹监测系统病例分类

摘要

Objective To study the prevalence rates of Rash and Febrile Illnesses (RFIs) including measles,rubella,scarlet fever,exanthema subitum and the differences among measles and other RFIs to tentatively formulate the logistic regression model through clinical manifestation.Methods All the suspected cases of measles,rubella,scarlet fever,exanthema subitum reported by the county/prefecture lever hospitals at four counties were collected during March 2011 to February 2012.When setting laboratory confirmed measles as dependent variable and existed symptoms as independent variable,a logistic regression model was formulated and optimal operational point (OOP) chosen,according to the ROC curve.Results A total number of 551 cases were collected but the consistency of measles diagnosis between clinical and laboratory was not satisfied,with Kappa value=0.349,same to the diagnosis of rubella.As for the result from the two-lever logistic regression model,symptoms that related to the confirmation of measles would include cough (OR=5.75),conjunctivitis (OR=3.00),Koplik spot (OR =7.52),lymphadenectasis (OR =0.07),rash after fever (OR=0.07).The area under ROC curve was 0.97 and the optimal operational point was 0.249.Conclusion A logistic regression model was formulated using the clinical symptoms which was resulted in better performance on prediction.As the sample size of this survey was small,the expansion on the scale of investigation and laboratory testings were needed before the types and components of measles-related RFIs be clarified.%目的 建立判别麻疹临床症状的logistic回归模型,比较麻疹与其他发热出疹性疾病临床症状的差异.方法 收集2011年3月至2012年2月四川省4个县级以上医院报告的所有麻疹、风疹、猩红热、幼儿急疹等病例,以实验室确诊麻疹为反应变量,各临床症状为自变量建立logistic回归方程,并绘制ROC曲线,选择最佳截断点.结果 共收集551名病例,麻疹和风疹临床诊断与实验室诊断一致性均较差,Kappa值=0.349;根据两水平logistic回归分析,与麻疹确诊病例有关的症状有咳嗽(OR=5.75)、结膜炎(OR=3.00)、柯氏斑(OR=7.52)、淋巴结肿大(OR=0.07)、热退疹出(OR=0.07);回归方程ROC曲线的曲线下面积为0.97,最佳截断点为0.249.结论 通过临床症状建立了预测效果较好的logistic回归模型,但应开展更大范围的调查和实验室检测,明确与麻疹相关的主要发热出疹性疾病类型及构成.

著录项

  • 来源
    《中华流行病学杂志》|2014年第1期|57-60|共4页
  • 作者单位

    610041成都,四川大学华西公共卫生学院卫生统计学教研室;

    四川省疾病预防控制中心;

    610041成都,四川大学华西公共卫生学院卫生统计学教研室;

    610041成都,四川大学华西公共卫生学院卫生统计学教研室;

    610041成都,四川大学华西公共卫生学院卫生统计学教研室;

  • 原文格式 PDF
  • 正文语种 chi
  • 中图分类
  • 关键词

    麻疹; 监测; 两水平logistic回归; ROC曲线;

相似文献

  • 中文文献
  • 外文文献
  • 专利

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号