Photodetectors (PDs) are currently widely employed in communications, imaging, sensing, and other fields. However, elevated temperatures significantly exacerbate noise effects, thereby degrading device performance and operational lifetime. Notably, the thermal-induced bandgap broadening (TBB) phenomenon in copolymer organic semiconductors (OSCs) offers a promising solution to this challenge. In this work, we diketo pyrrolopyrrole-thieno [3,2-b] thio-phene (DPPT-TT) as the active layer, integrated with metallic nanoparticle nanostructures. Comprehensive characterization confirmed that the TBB effect effectively suppresses dark current under high-temperature conditions. Benefiting from this phenomenon, the device exhibits an ultralow dark current density of $2.44\times 10^{-{10}}$ A/cm2 at 353 K. Under a 0.2 V bias, it achieves remarkable performance metrics, including an external quantum efficiency (EQE) of 71.47% and a theoretical specific detectivity ( ${D}_{\textit {th}}^{\ast }\text {)}$ of $5.12\times 10^{{13}}$ Jones ( $\lambda =780$ nm). To elucidate and quantitatively analyze the physical role of TBB in optoelectronic devices, we established a block filling model (BFM). Through combined molecular dynamics (MDs) simulations and first-principles calculations, this model successfully simulates the physical properties of DPPT-TT and provides a quantitative analysis of temperature-induced bandgap variations. Our experimental investigations systematically analyzed the temperature-dependent flocculent molecular disorder in copolymer OSCs, establishing a theoretical foundation for developing thermally reliable photodetectors. These findings provide crucial insights into high-temperature operation mechanisms and device optimization strategies.