SERPINE1 and lung carcinoma: Similarly, the AI platform for early lung cancer diagnosis and patient triage has shown how machine learning can enhance the identification of high-risk VILI patients through real-time biomarker analysis (e.g., PAI-1 levels in BALF or serum) [26].