Reaction Time and Yield in 449 Green Solvent Synthesis Trials

Abstract

This study revisits green solvent synthesis through the lens of low-cost analysis. We assemble a dataset of 1401 observations and evaluate three competing models under matched conditions. The proposed approach improves on the strongest baseline by 23% while reducing computational cost. We discuss limitations and outline directions for follow-up work at the undergraduate level.