Abstract Background Machine Learning (ML) plays a crucial role in biomedical research. Nevertheless. it still has limitations in data integration and irreproducibility. To address these challenges. https://www.roneverhart.com/VIP-130AL-IP-POE-ONE-WAY-HORN/