“…Purposeful exposure of materials to ionizing radiation is a reliable means of sterilization − and is a common approach taken in accelerated aging experiments. − In molecular materials, radiation exposure can induce atomic-level chemical reactions that alter or degrade many properties, including those which impart functional characteristics that must meet tolerance specifications. Chemical degradation of polymer materials is thought to arise from network-altering reactions such as chain scissions and formation of cross-links, which can lead to macroscopic mechanical changes including permanent set, embrittlement, or breaking under load. ,, Experimental diagnostics that probe chemical degradation are often indirect and capture highly integrated responses from which it can be hard to infer fundamental chemical events, for instance measuring viscosity, gelation, stress–strain responses, vibrational spectra, or evolved off-gassing products. − Nuclear magnetic and electron paramagnetic resonance experiments provide some of the most direct measures of time- and dose-dependent chemistry and network changes in irradiated polymers. ,,− Atomistic modeling techniques such as reactive molecular dynamics (MD) can provide insight into underlying network-altering chemistry in polymers, ,− but upscaling these insights to inform models for macroscale responses is challenging. A desirable foundation for multiscale modeling of radiation damage in polymers would incorporate accurate high-throughput sampling of atomic-scale chemistry and an automated scheme for extracting statistics on changes to the network.…”