Beyond molecular structure: critically assessing machine learning for designing organic photovoltaic materials and devices

We assess state of machine learning for organic photovoltaic devices and data availability within the field, discuss best practices in representations and model selection, and release a comprehensive dataset of devices and fabrication conditions.