MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III

Wang Shirly
Wang Shirly
McDermott Matthew B. A.
McDermott Matthew B. A.
Chauhan Geeticka
Chauhan Geeticka
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Abstract:

Robust machine learning relies on access to data that can be used with standardized frameworks in important tasks and the ability to develop models whose performance can be reasonably reproduced. In machine learning for healthcare, the community faces reproducibility challenges due to a lack of publicly accessible data and a lack of sta...More

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