Katie DiCola, Alexandra Antosy, Dara M Steinberg
Back to School: Parental Concerns of Children with Hematological and Oncological Conditions During the COVID-19 Pandemic
Continuity in education
leadfree metal halide perovskites potentially air waterstable photocatalysts organic synthesis limited studies application separately machine learning ml critical subfield artificial intelligence played pivotal role identifying correlations formulating predictions based extensive datasets herein iterative workflow incorporating highthroughput experimental data ml discover new leadfree metal halide perovskite photocatalysts aerobic oxidation styrene described six rounds ml optimization guided shapley additive explanations shap analysis ba2csag095na005bibr7 photocatalyst afforded 80 yield benzoic acid standard conditions identified 13fold improvement compared 6 using cs2agbibr6 initial photocatalyst benchmark started ba2csag095na005bibr7 tolerate various functional groups 22 styrene derivatives highlighting generality photocatalytic properties demonstrated radical scavenging studies density functional theory calculations revealed formation reactive oxygen species superoxide singlet oxygen presence ba2csag095na005bibr7 critical photocatalysis