Revolutionizing Cardiac Risk Assessment: AI-Powered Patient Segmentation Using Advanced Machine Learning Techniques - Gonzalez-Franco, Joan D.; Galaviz-Mosqueda, Alejandro; Villarreal-Reyes, Salvador; Lozano-Rizk, Jose E.; Rivera-Rodriguez, Raul; Gonzalez-Trejo, Jose E.; Licea-Navarro, Alexei-Fedorovish; Lozoya-Arandia, Jorge; Ibarra-Flores, Edgar A. (Machine learning and knowledge extraction, 2025)
Keywords: Algorithms; Artificial intelligence; Biomarkers; Blood pressure; Cardiology; Cardiovascular disease; Cardiovascular diseases; Cluster analysis; Clustering; Comparative analysis; Computer-aided medical diagnosis; Creatine; Creatine kinase; Dextrose; Diagnosis; dimensionality reduction; Effectiveness; Glucose; Health aspects; Heart attack; heart attacks; k-means clustering; Kinases; Machine learning; Medical records; Methods; Mexico; Mortality; patient segmentation; Principal components analysis; Risk assessment; Risk factors; Segmentation; troponin; Vector quantization; Visualization; Mexico