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Combining patient visual timelines with deep learning to predict mortality

BACKGROUND: Deep learning algorithms have achieved human-equivalent performance in image recognition. However, the majority of clinical data within electronic health records is inherently in a non-image format. Therefore, creating visual representations of clinical data could facilitate using cuttin...

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Bibliografiska uppgifter
I publikationen:PLoS One
Huvudupphovsmän: Mayampurath, Anoop, Sanchez-Pinto, L. Nelson, Carey, Kyle A., Venable, Laura-Ruth, Churpek, Matthew
Materialtyp: Artigo
Språk:Inglês
Publicerad: Public Library of Science 2019
Ämnen:
Länkar:https://ncbi.nlm.nih.gov/pmc/articles/PMC6668841/
https://ncbi.nlm.nih.gov/pubmed/31365580
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0220640
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