Predictive Analytics
This machine learning model, used in the study by Sheng et al. (2021), predicts complications like AHE and HRS.
What is the RNN-LR model?
This type of liver failure happens suddenly, often from infections or toxins.
What is Acute Liver Failure (ALF)?
This word means how well the model finds the right answers.
What is performance?
This metric indicates the accuracy of predictive models and had a score of 0.82 for the RNN-LR model.
What is the Area Under the Curve (AUC)?
This liver failure happens in patients with a long-term liver problem.
What is Acute-on-Chronic Liver Failure (ACLF)?
This word shows how many of the true problems the model finds.
What is recall?
The RNN-LR model uses patient data like this to predict problems.
What are bilirubin, creatinine, and lactate levels?
Doctors use this score to check how well the liver and kidneys are working.
What is the SOFA score?
This model got a higher score than the others, showing it’s much better.
What is the RNN-LR?
The RNN-LR model was trained using patient records from this database.
What is the Chang Gung Research Database (CGRD)?
This complication in liver patients causes kidney problems.
What is Hepatorenal Syndrome (HRS)?
AUC scores close to this number mean the model is very good.
What is 1?
The predictions from the model help create this kind of special care plan.
What is a personalized care plan?
This complication affects the brain and is caused by toxins.
What is Acute Hepatic Encephalopathy (AHE)?
This word explains how well the model finds both correct and incorrect problems.
What is precision?