Estimating GFR: what it is, what it is not, and why prediction cannot settle the question
Equations are population tools; at the bedside, non-glomerular filtration rate determinants of both creatinine and cystatin C can mislead. Schultheiss et al. show that replacing Chronic Kidney Disease Epidemiology Collaboration with European Kidney Function Consortium cystatin C-based equations reclassifies women, but not men, into milder chronic kidney disease stages, while outcome prediction is unchanged.
Real-World Observation
Finds meaningful patterns in human health records or cohorts, though observational data cannot prove direct cause.