Increasing the Density of Laboratory Measures for Machine Learning Applications.

Vida AbediJiang LiManu K ShivakumarVenkatesh AvulaDurgesh P ChaudharyMatthew J Shellenberger Harshit S KharaYanfei ZhangMing Ta Michael LeeDonna M WolkMohammed YeasinRaquel HontecillasJosep Bassaganya-RieraRamin Zand

Published in: Journal of clinical medicine (2020)

An adaptive imputation strategy designed specifically for EHR that uses complementary information from the clinical profile of the patient can be used to improve the imputation of missing laboratory values, especially when laboratory codes with high levels of missingness are included in the analysis.

Keyphrases

machine learning
artificial intelligence
electronic health record
deep learning
health information
social media