A Machine Learning Algorithm Predicting Acute Kidney Injury in Intensive Care Unit Patients (NAVOY Acute Kidney Injury): Proof-of-Concept Study.
Inger PerssonAdam GrünwaldLudivine MorvanDavid BecedasMartin ArlbrandtPublished in: JMIR formative research (2023)
NAVOY Acute Kidney Injury is an important development in the field of critical care medicine. It offers the ability to predict the onset of AKI with high accuracy using only 4 hours of data routinely collected in ICU electronic health records. This early detection capability has the potential to strengthen patient monitoring and management, ultimately leading to improved patient outcomes. Furthermore, NAVOY Acute Kidney Injury has been granted Conformite Europeenne (CE)-marking, marking a significant milestone as the first CE-marked AKI prediction algorithm for commercial use in European ICUs.
Keyphrases
- acute kidney injury
- electronic health record
- machine learning
- intensive care unit
- cardiac surgery
- end stage renal disease
- deep learning
- newly diagnosed
- big data
- ejection fraction
- artificial intelligence
- chronic kidney disease
- mechanical ventilation
- peritoneal dialysis
- prognostic factors
- case report
- adverse drug
- patient reported outcomes
- patient reported