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Modification of the Integrated Sasang Constitutional Diagnostic Model

机译:萨桑综合宪法诊断模型的修改

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摘要

In 2012, the Korea Institute of Oriental Medicine proposed an objective and comprehensive physical diagnostic model to address quantification problems in the existing Sasang constitutional diagnostic method. However, certain issues have been raised regarding a revision of the proposed diagnostic model. In this paper, we propose various methodological approaches to address the problems of the previous diagnostic model. Firstly, more useful variables are selected in each component. Secondly, the least absolute shrinkage and selection operator is used to reduce multicollinearity without the modification of explanatory variables. Thirdly, proportions of SC types and age are considered to construct individual diagnostic models and classify the training set and the test set for reflecting the characteristics of the entire dataset. Finally, an integrated model is constructed with explanatory variables of individual diagnosis models. The proposed integrated diagnostic model significantly improves the sensitivities for both the male SY type (36.4% → 62.0%) and the female SE type (43.7% → 64.5%), which were areas of limitation of the previous integrated diagnostic model. The ideas of these new algorithms are expected to contribute not only to the scientific development of Sasang constitutional medicine in Korea but also to that of other diagnostic methods for traditional medicine.
机译:2012年,韩国东方医学研究所提出了一种客观而全面的物理诊断模型,以解决现有Sasang宪法诊断方法中的量化问题。但是,已提出有关修订诊断模型的某些问题。在本文中,我们提出了各种方法来解决以前的诊断模型的问题。首先,在每个组件中选择更多有用的变量。其次,使用最小绝对收缩和选择算子来减少多重共线性,而无需修改解释变量。第三,考虑SC类型和年龄的比例来构建单独的诊断模型,并对训练集和测试集进行分类,以反映整个数据集的特征。最后,使用各个诊断模型的解释变量构建集成模型。所提出的综合诊断模型显着提高了男性SY型(36.4%→62.0%)和女性SE型(43.7%→64.5%)的敏感性,这是以前的综合诊断模型的局限性领域。这些新算法的构想不仅将有助于韩国Sasang宪法医学的科学发展,而且还将有助于其他传统医学诊断方法的科学发展。

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