Generally, these ML research works utilize many attributes such as albumin, hemoglobin level, white blood cell count, red blood cell count, packed cell volume, blood pressure, specific gravity, etc., to flag patients at risk of CKD, thereby allowing clinicians to provide early and cost-efficient medical intervention. Here, ALB is linked to chronic kidney disease.