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Asthma Exacerbation Prediction and Interpretation based on Time-sensitive Attentive Neural Network: A Retrospective Cohort Study
2019-11-29
health informatics
Title + abstract only
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BackgroundAsthma exacerbation is an acute or sub-acute episode of progressive worsening of asthma symptoms and can have significant impacts on patients daily life. In 2016, 12.4 million current asthmatics (46.9%) in the U.S. had at least one asthma exacerbation in the previous year. ObjectiveThe objectives of this study were to predict the risk of asthma exacerbations and to explore potential risk factors involved in progressive asthma. MethodsWe proposed a time-sensitive attentive neural netw...
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