1. The model can select the 10 most influential factors, making it concise and effective. Surgeons can use a user-friendly interface to input patient data and receive alerts or recommendations. Additionally, integrating the model into a mobile app ensures accessibility and convenience. Training sessions for clinical staff and updated clinical guidelines will ensure proper usage. The model helps stratify patients into risk categories, aiding in resource allocation, patient counseling, and tailored surgical approaches. Continuous monitoring and updates will refine the model, enhancing its accuracy and effectiveness in preoperative planning and decision-making.
2. The potential benefits of using this model in a real-world clinical setting include improved preoperative planning, enhanced risk stratification, and better resource allocation, reducing the incidence of massive intraoperative blood loss (IBL) and better patient outcomes. Additionally, integrating the model into a mobile app can provide surgeons with convenient, real-time access. However, limitations include the need for extensive validation with larger, diverse datasets, the risk of over-reliance on the model, and the necessity for continuous updates and monitoring to maintain accuracy and relevance.