Combined strategy of knowledge-based rule selection and historical data percentile-based range determination to improve an autoverification system for clinical chemistry test results.

Jing ZhuHao Wang Bei-Li WangXiaoke HaoWei CuiYong DuanYi ZhangLiang MingYingchun ZhouHaitao DingHongling OuWeiwei LinLiu LuYuanjiang ShangYong YangXianming LiangJiangtao MaWenhua SunTe ChenGuang HanMeng HanWeiting YuBaishen PanWei Guo

Published in: Journal of clinical laboratory analysis (2022)

The improved system showed a comparable effectiveness and markedly increased efficiency. This transferable system could be further improved and popularized by utilizing historical data from each hospital.

Keyphrases

electronic health record
healthcare
big data
randomized controlled trial
systematic review
emergency department
machine learning
data analysis
adverse drug
high resolution
deep learning