Research that explores how active learning methods can improve the rate of novel scientific discovery in generative AI workflows has been accepted for publication at the 2025 IEEE e-Science conference. This paper specifically studies the discovery novel metal-organic frameworks (MOFs) in the MOFA workflows presented in an earlier work.