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New approaches to obtaining individual peak height velocity and age at peak height velocity from the SITAR model

机译:从SITAR模型获得峰值高速度的单个峰高速度和年龄的新方法

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ObjectiveWe compared three methods for estimating the individual peak height velocity (PHV) and age at peak height velocity (APHV) from the SuperImposition by Translation and Rotation (SITAR) model. MethodsWe fitted the SITAR model using simulated data and heights of 12 girls from the Chard Growth Study and obtained individual PHVs and APHVs from three methods: the model method, the quadratic function method and the numerical method, which are available in our newly developed R package“iapvbs”. The mean, interquartile range, range of biases in estimated APHV and PHV as well as the rates of warning and unreasonable cases, i.e. estimated APHVs being outside the range of age measurements, from the three methods were presented and compared. ResultsWhen the growth curves of all individuals were well fitted by the SITAR model, all three methods estimated individual APHVs with similarly small biases, with a few unreasonable cases (0.16%) observed when the model method was used while more computation time required for the numerical method. When the growth curves of some individuals were not very well fitted, the model method generated more unreasonable individual APHV (8.15%) and more bias in PHV and APHV, compared to those estimated by the numerical method and quadratic function method. In line with the observations from the simulated data, the real data analysis demonstrated that the numerical method generated more reliable PHV and APHV for individuals with growth curve not well fitted by the SITAR model. ConclusionThe performance of different methods estimating individual APHV depends largely on how well the growth curves are fitted by the SITAR model. The quadratic function method is more superior when growth curves of all individuals are well fitted by the SITAR model; otherwise, the numerical method should be adopted for getting most robust estimates of PHV and APHV. The model method generates unreasonable APHV estimates, particularly when the growth curves are not well fitted.
机译:目标从而通过翻译和旋转(SITAR)模型比较了三种方法来估计峰值高度速度(PHV)和峰值高速(APHV)的年龄。方法网络使用Chard Growth研究的模拟数据和12个女孩的高度,并获得了三种方法的单独PHV和APHV,如图所示:模型方法,二次函数方法和数字方法,可在我们的新开发的R包装中提供“IAPVBS”。估计APHV和PHV的平均值,界分范围,偏差范围以及警告和不合理的情况的速率,即估计APHV在三种方法中出现在年龄测量范围之外,并进行比较。结果文出的所有个人的生长曲线都被Sitar模型齐全,所有三种方法估计了具有类似小的偏差的单个APHV,当使用模型方法时,观察到几种不合理的情况(0.16%),而数值所需的更多计算时间方法。当某些个体的生长曲线没有很好地安装时,与数值方法和二次函数方法估计的那些相比,模型方法产生更不合理的个体APHV(8.15%)和更高的PHV和APHV偏差。根据模拟数据的观察,实际数据分析表明,数值方法为具有生长曲线的个体产生更可靠的PHV和APHV,其不适合于SITAR模型。结论不同方法的性能估计单个APHV主要取决于锡塔型模型的生长曲线如何。当所有个人的生长曲线都被Sitar模型很好地安装时,如二次功能方法更优越;否则,应采用数值方法来获得最强大的PHV和APHV估计。模型方法产生不合理的APHV估计,特别是当生长曲线不适合时。

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