Phenotyping cardiogenic shock: an insight from the gulf cardiogenic shock registry. - Ahmed Elmahrouk; Amin Daoulah; Ahmed Jamjoom; Nooraldaem Yousif; Wael Almahmeed; Prashanth Panduranga; Abdulrahman Arabi; Omar Kanbr; Hatem M. Aloui; Mohammed Alshehri; Badr Alzahrani; Shaber Seraj; et al. (Frontiers Artif. Intell., 2026)