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This study explores the interplay between geometry and electronic response in graphene, highlighting that doping can enhance mobility without compromising performance. It contrasts F4TCNQ and CN6-CP structures, emphasizing the preservation of substrate symmetry. Additionally, it bridges density functional theory (DFT) with device-scale transport, utilizing advanced modeling techniques. The findings establish a design rule for molecular graphene devices, asserting that doping and scattering...