Figure 4.
The expected f of X value is 0.255. Fifteen other features increase it by 0.07. Random blood glucose is 163.922 milligrams per decilitre and reduces the value by 0.02. Hypertension is marked yes and adds 0.02. Age is 71.633 years and reduces the value by 0.04. Sodium is 139.906 milliequivalents per litre and adds 0.04. Specific gravity is 1.021 and adds 0.05. Packed cell volume is 43.023 and adds 0.05. Blood pressure is 90.325 millimetres of mercury and reduces the value by 0.05. Albumin is 0 and adds 0.06. Serum creatinine is 32.385 milligrams per decilitre and reduces the value by 0.08. The final f of x value is 0.35.SHAP decision plot illustrating feature-level explanations discussed during clinical explanation rounds. Each line represents the contribution of individual features to the final patient-level diagnostic prediction
Source: Authors’ own work