These discrepancies are mainly attributable to two factors: Firstly, weakly stained tumor cells were confirmed as a primary source of inconsistency, as faint or incomplete membranous PD-L1 staining occasionally led to their missed detection by the AI system, whereas pathologists successfully identified them through careful microscopic evaluation. Here, CD274 is linked to neoplasm.