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Creators/Authors contains: "Stubbs, Christopher D"

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  1. ; ; ; ; ; ; (, Digital Discovery)
    Using a MixSolDB, a curated solubility dataset for multicomponent solvent systems, a GNN-based framework with semi-supervised distillation from COSMO-RS data improved prediction accuracy and broadened applicability. 
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    Free, publicly-accessible full text available June 11, 2026
  2. ; ; ; ; ; (, Digital Discovery)
    In this work, we report the development of multiple new machine learning (ML) models to accurately predict homopolymer/copolymer solubility over a diverse set of polymers & solvents, using explainable AI to provide polymer design recommendations. 
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    Free, publicly-accessible full text available February 12, 2026