首页> 外文会议>Engineering in Medicine and Biology Society, 1997. Proceedings of the 19th Annual International Conference of the IEEE >Computation of time-specified tolerance intervals for hybrid time series, illustrated for growth hormone
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Computation of time-specified tolerance intervals for hybrid time series, illustrated for growth hormone

机译:混合时间序列的时间指定公差区间的计算,说明了生长激素

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The ideal reference interval for a variable of clinical interest would be specific for all deterministic factors affecting that variable, including the time of sampling in relation to predictable variations. In particular, growth hormone (GH) is characterized in children by circadian and ultradian variability, with high peaks of secretion occurring mainly during sleep. For clinical applications, the use of tolerance intervals has been recommended as a substitution for prediction limits. In the case of hybrid data (time series collected from a group of subjects), a tolerance interval could be very difficult to determine following a parametric approach similar to the procedure used for the computation of prediction intervals, especially when consideration of both within-subject and between-subject variances is wanted. Accordingly, we have developed a nonparametric method for the computation of tolerance intervals. The method, based on bootstrap techniques, does not require the assumption of normality or symmetry in the data, and is also more appropriate when dealing with small samples. The method was used to establish time-qualified reference limits for several series of GH sampled around the clock in groups of prepubertal children differentiated according to stature. The provision of such tolerance limits introduces time-specification and time-structure evaluation into the prevention, diagnosis and treatment of growth disorders.
机译:具有临床意义的变量的理想参考区间对于影响该变量的所有确定性因素(包括与可预测的变化有关的采样时间)都是特定的。特别地,儿童的生长激素(GH)具有昼夜节律和超昼夜节律的变异性,分泌高峰高峰主要发生在睡眠期间。对于临床应用,建议使用公差区间来代替预测极限。在混合数据(从一组对象中收集时间序列)的情况下,遵循类似于用于计算预测区间的过程的参数方法可能很难确定容忍区间,尤其是在考虑了两个受试者内部因素的情况下和主体之间的差异是需要的。因此,我们开发了一种非参数方法来计算公差区间。该方法基于引导程序技术,不需要假设数据具有正态性或对称性,并且在处理小样本时也更合适。该方法用于为按身高区分的青春期前儿童组中全天候采样的GH系列建立时间限定的参考限值。提供这样的耐受极限将时间规格和时间结构评估引入到生长障碍的预防,诊断和治疗中。

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