Validation of an algorithm using inpatient electronic health records to determine the presence and severity of cirrhosis in patients with hepatocellular carcinoma in England: an observational study.
Robert J DriverVinay BalachandrakumarAnya BurtonJessica ShearerAmy DowningTim CrossEva J A MorrisDenis MoirPublished in: BMJ open (2019)
Our optimised algorithm, based on inpatient electronic health records, reliably identifies and stages cirrhosis in patients with HCC. This highlights the potential of routine health data in population studies to stratify patients with HCC according to liver disease severity.
Keyphrases
- electronic health record
- mental health
- machine learning
- deep learning
- palliative care
- clinical decision support
- acute care
- healthcare
- public health
- adverse drug
- human health
- neural network
- genome wide
- clinical practice
- health information
- gene expression
- artificial intelligence
- risk assessment
- dna methylation
- climate change