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Discovery of Crystallizable Organic Semiconductors with Machine Learning.


ABSTRACT: Crystalline organic semiconductors are known to have improved charge carrier mobility and exciton diffusion length in comparison to their amorphous counterparts. Certain organic molecular thin films can be transitioned from initially prepared amorphous layers to large-scale crystalline films via abrupt thermal annealing. Ideally, these films crystallize as platelets with long-range-ordered domains on the scale of tens to hundreds of microns. However, other organic molecular thin films may instead crystallize as spherulites or resist crystallization entirely. Organic molecules that have the capability of transforming into a platelet morphology feature both high melting point (Tm) and crystallization driving force (ΔGc). In this work, we empl

SUBMITTER: Johnson HM 

PROVIDER: S-EPMC11311223 | biostudies-literature | 2024 Aug

REPOSITORIES: biostudies-literature