Organic Chemistry · Vol. 9, Issue 2 · pp. 389–404

Reaction Time and Yield in 425 Natural Product Total Synthesis Trials

Dragojlo Labalo · Siv Ali

Phillips Exeter Academy · Stuyvesant High School

Abstract

This study revisits natural product total synthesis through the lens of bayesian analysis. We introduce a bayesian framework and benchmark it against established baselines across 4796 trials. Results show a 8% gain in accuracy alongside a marked reduction in variance between replicates. These findings suggest a practical path toward broader adoption in longitudinal cohorts.