Mortality risk stratification using artificial intelligence-augmented electrocardiogram in cardiac intensive care unit patients.
Jacob Colin JentzerAnthony H KashouFrancisco Lopez-JimenezItzhak Zachi AttiaSuraj C KapaPaul A FriedmanPeter A NoseworthyPublished in: European heart journal. Acute cardiovascular care (2021)
The AI-ECG prediction of LVSD is associated with hospital mortality in CICU patients, affording risk stratification in addition to that provided by echocardiographic LVEF. Our results emphasize the prognostic value of electrocardiographic patterns reflecting underlying myocardial disease that are recognized by the AI-ECG.
Keyphrases
- artificial intelligence
- end stage renal disease
- intensive care unit
- ejection fraction
- left ventricular
- newly diagnosed
- chronic kidney disease
- machine learning
- peritoneal dialysis
- cardiovascular events
- big data
- healthcare
- prognostic factors
- heart rate variability
- type diabetes
- emergency department
- cardiovascular disease
- heart rate
- heart failure
- risk factors
- patient reported outcomes
- pulmonary hypertension
- patient reported
- acute respiratory distress syndrome