Oil film thickness in contact regions is key to lubrication effectiveness and performance during gear operation. It varies with lubrication contact, pressure, and friction. The oil film thickness factor, where higher values indicate better lubrication and reduced friction, enables precise evaluation of lubrication states, supporting real-time analysis, optimized design, and efficient lubrication management under high-load conditions.