While elevated white blood cell count (WBC), CRP, and PCT are conventional bacterial infection indicators, the model’s varied reliance on these markers-particularly the underutilization of WBC in PLAGH-ICU and its lesser emphasis in MIMIC-IV-underscores their variable nature influenced by factors like age, immune status, and medication [46]. This evidence concerns the gene CRP and bacterial infectious disease.