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PREDICTING THE THERAPEUTIC OUTCOME OF A MEDICAL TREATMENT USING STATISTICAL INFERENCE MODELLING

机译:使用统计推断模型预测医学治疗的治疗结果

摘要

In one embodiment, a method for determining a target set of variables is provided that is used to select an estimator of an effect of an input variable on an outcome among a family of estimators of an effect of an input variable on an outcome, where each estimator and its corresponding target effect is indexed by different candidate target adjustment sets of variables The method comprises determining a data set, the data set associated with a set of variables related to the input variable and outcome. A target adjustment set of variables is determined from the set of variables. The target adjustment set being variables that may be determined to be the largest set that still yields a reasonably unbiased estimator and reliable statistical inference for its target effect.
机译:在一个实施例中,提供了一种用于确定变量的目标集合的方法,该方法用于在输入变量对结果的影响的估计量族中选择输入变量对结果的影响的估计量,其中每个估计器及其对应的目标效果由变量的不同候选目标调整集索引。该方法包括确定数据集,该数据集与与输入变量和结果有关的一组变量相关联。从变量组确定目标调整变量组。目标调整集是可以确定为最大集的变量,该最大集仍然会为其目标效果产生合理无偏的估计量和可靠的统计推断。

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