Exploring the reliability of inpatient EMR algorithms for diabetes identification.

Seungwon LeeElliot A MartinJie PanCathy A EastwoodDanielle A SouthernDavid J T CampbellAbdel Aziz ShaheenHude QuanSonia Butalia

Published in: BMJ health & care informatics (2023)

Free-text data-based diabetes algorithm can yield comparable or superior performance to a commonly used ICD-coded algorithm and could supplement existing methods. These types of inpatient EMR-based algorithms for case identification may become a key method for timely resource planning and care delivery.

Keyphrases

machine learning
deep learning
palliative care
type diabetes
big data
cardiovascular disease
glycemic control
artificial intelligence
mental health
healthcare
acute care
bioinformatics analysis
electronic health record
quality improvement
neural network
metabolic syndrome
skeletal muscle
data analysis