Prognostic Markers of Adverse Outcomes in Acute Heart Failure: Use of Machine Learning and Network Analysis with Real Clinical Data - Shchekochikhin, Dmitri; Charaya, Kristina; Shilova, Alexandra; Nesterov, Alexey; Pershina, Ekaterina; Sherashov, Andrei; Panov, Sergei; Ibraimov, Shevket; Bogdanova, Alexandra; Suvorov, Alexander; Trushina, Olga; Bguasheva, Zarema; et al. (Journal of clinical medicine, 2025)
Keywords: Algorithms; Artificial intelligence; Atrial fibrillation; Blood tests; Comparative analysis; Diabetes; Diuretics; Electrocardiography; Health aspects; Heart; Heart failure; Hemoglobin; Hospital patients; Hospitalization; Hospitals; Implants, Artificial; Intensive care; Kidney diseases; Machine learning; Medical prognosis; Mortality; Neural networks; Patient outcomes; Patients; Prognosis; Prosthesis; Pulmonary arteries; Python; Risk factors; Russia; Suvorov, Aleksandr Vasilyevich; Russia; gradient boosting; acute heart failure; graph neural network; emergency department; triage; artificial intelligence