Research suggests that explainable machine learning can differentiate between necrotizing fasciitis and osteomyelitis using routine blood biomarkers. Studies have examined various aspects of these conditions, including diagnostic values, prognostic factors, and treatment outcomes. The conditions are being explored through multiple approaches, including retrospective studies and analyses of specific patient populations.