In parallel to collecting experimental data, we retrieved reaction data and outcomes from the scientific literature to augment the C-H oxidation reaction dataset with a diverse choice of candidates. Traditional approaches to querying reaction databases often struggle to capture the nuanced criteria specific to our study, such as focusing on electrochemical C-H oxidation reactions on aliphatic carbons using a mediator. For a specific demand on the reaction, manually analyzing and curating a large corpus of papers to extract relevant examples that meet these criteria would typically be very time-consuming for a human.