• • First-principles calculations enable prediction of g_lum values with accuracy sufficient to guide molecular design, as demonstrated by achieving g_lum as high as -0.56 in chiral cylindrical molecules through intramolecular short-range charge transfer (Ref. 64).
• • The theoretical limit of absorption dissymmetry factor (g_abs) is 2, and chiral cylindrical molecules have approached this limit (Ref. 62), indicating the potential for achieving similarly high g_lum values in optimized systems.
• • TD-DFT benchmarks (Ref. 54) provide validated computational protocols for predicting chiroptical properties, ensuring reliability in screening CPL-active materials.
• • Integration of machine learning with first-principles calculations is emerging as a powerful strategy to accelerate the discovery of high-performance CPL materials, addressing the bottleneck of computational cost in exploring vast chemical space.
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