Parameters such as neutrophil-to-lymphocyteratio (NLR), C-reactive protein (CRP), total leukocyte count (TLC) and procalcitonin have been frequently employed in ML frameworks todistinguish bacterial infections from non-infectious causes of systemic inflammation [8]. Here, CRP is linked to bacterial infectious disease.