Predicting lab values for gastrointestinal bleeding patients in the intensive care unit: A comparative study on the impact of comorbidities and medications

作者：

Highlights：

• The presented approach predicts the values of Calcium and Hematocrit laboratory blood tests for ICU gastrointestinal bleeding patients.

• A comprehensive preprocessing has been done to validate the collected data from MIMIC-II database.

• In this study, the impact of concomitant diseases or disorders of patients and the corresponding medications has been evaluated.

摘要

•The presented approach predicts the values of Calcium and Hematocrit laboratory blood tests for ICU gastrointestinal bleeding patients.•A comprehensive preprocessing has been done to validate the collected data from MIMIC-II database.•In this study, the impact of concomitant diseases or disorders of patients and the corresponding medications has been evaluated.

论文关键词：Intensive care unit (ICU),Clinical decision support system (CDSS),Predicting laboratory values,Predicting necessary laboratory tests,MIMIC-II,Fuzzy modeling

论文评审过程：Received 1 July 2017, Revised 2 December 2018, Accepted 22 January 2019, Available online 23 January 2019, Version of Record 10 February 2019.

论文官网地址：https://doi.org/10.1016/j.artmed.2019.01.004