CKM and kidney failure: Stage 4 captures overt clinical cardiovascular disease events, with or without kidney failure.<h4>Conclusions</h4>This implementation framework enables transparent, reproducible CKM staging in real-world datasets and supports stage-based epidemiologic and health-system applications.