“…Indeed, an increasing number of studies concerning the discovery of new battery and solar cell materials are making use of wide-scale database screening. [126][127][128] Searching beyond known compounds in databases, noted by Walsh and Park, 129 and into unchartered territory may reveal new directions for p-type TCM research -success has already been seen in the photovoltaics field, where machine-learning models have been able to predict chemical compositions that will produce band gaps suitable for solar energy applications using only earth abundant materials. 130 However, the results from such large-scale screening studies will only ever be as reliable as the databases upon which they are built, and also often return complicated quaternary and quinary crystal structures, which pose significant challenges for theorists and experimentalists alike.…”