Incorporating comorbidities into latent treatment pattern mining for clinical pathways
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- 作者：Zhengxing Huanga ; d ; zhengxinghuang@zju.edu.cn" class="auth_mail" title="E-mail the corresponding author ; Wei Dongb ; Lei Jic ; Chunhua Hed ; Huilong Duana
- 关键词：Clinical pathway ; Treatment pattern mining ; Latent Dirichlet allocation ; Comorbidity
- 刊名：Journal of Biomedical Informatics
- 出版年：2016
- 出版时间：February 2016
- 年：2016
- 卷：59
- 期：Complete
- 页码：227-239
- 全文大小：3869 K
文摘
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We propose a generative statistical model to discover latent treatment patterns from EMRs.
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The model unveils the latent associations between comorbidities and treatments.
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A medical application is proposed in terms of treatment recommendation.
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The model is verified on an unstable angina CP dataset.