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 ButaliaPublished 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
- bioinformatics analysis
- acute care
- electronic health record
- quality improvement
- neural network
- pain management
- adipose tissue
- skeletal muscle
- data analysis
- weight loss