Deep Staging: An Interpretable Deep Learning Framework for Disease Staging

2021 IEEE 9th International Conference on Healthcare Informatics (ICHI)(2021)

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摘要
Disease staging aims to measure the development of disease that uses clinical criteria to qualitatively classify the course of illness. Staging is a critical task in many clinical scenarios, for example, it could be used to guide the therapy and care, predict the clinical outcomes, optimize the utilization of resources, etc. Recently, data-driven disease staging using massive observational data ha...
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关键词
Deep learning,Recurrent neural networks,Conferences,Hidden Markov models,Medical treatment,Markov processes,Task analysis
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