J-shapedness: an often missed, often miscalculated relation: the example of weight and mortality

J-shapedness: an often missed, often miscalculated relation: the example of weight and mortality
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DOI:
10.1136/jech-2013-203439
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发表时间:
2014-07-01
影响因子:
6.3
通讯作者:
Ray, Joel G.
Ray, Joel G.
中科院分区:
医学2区
文献类型:
--
作者:
Cao, Sissi;Moineddin, Rahim;Ray, Joel G.

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我们提出了三个考虑因素,在分析体重和死亡率之间的关联,以及其他关系,可能是非线性的性质。首先,作者必须以连续的方式用图形绘制他们的自变量和因变量。其次,作者应该评估这种关系的形态,并注意它的形态。如果它是非线性的,特别是J形或U形,则应仔细考虑使用"最佳"统计模型,其中多元分数多项式回归是一个合理的选择。作者还应避免截断数据,以避免处理非线性关系。
We present three considerations in analysing the association between weight and mortality, as well as other relations that might be non-linear in nature. First, authors must graphically plot their independent and dependent variables in a continuous manner. Second, authors should assess the shape of that relation, and note its shape. If it is non-linear, and specifically, J-shaped or U-shaped, careful consideration should be given to using the `best' statistical model, of which multivariate fractional polynomial regression is a reasonable choice. Authors should also refrain from truncating their data to avoid dealing with non-linear relations.