A new Ventilator Decision Support System (VDSS) enhances ICU ventilator management by integrating human input with AI, allowing for personalized and traceable decision-making. This system improves recommendation acceptability and reduces the time to reach effective treatment plans, indicating strong potential for clinical deployment.