Accurate diagnosis of rupture of membranes (PROM) is essential for supporting timely clinical decision-making and ensuring appropriate patient management. However, false positive results remain a significant challenge in practice, potentially leading to unnecessary interventions, increased healthcare costs, avoidable admissions, and additional anxiety for patients. As maternity services continue to focus on efficiency, evidence-based care, and reducing unnecessary resource ut