Algorithm 1 Check Patient Risk

Input:$data$, $model$ Output: Patient risk assessment Extract $age\_group$ and $pregnancy\_status$ from $data$ Predict disease using $model$ and select the category with the highest probability Define high-risk criteria: $age\_group$ (child or elderly) or $pregnancy\_status$ (pregnant) If predicted disease ≠ Healthy: (a) If patient meets high-risk criteria: HIGH RISK: predicted disease and risk factors (b) Else: AT RISK: predicted disease ElseIf patient meets high-risk criteria: AT RISK due to high-risk condition Else: NOT at Risk