Fatma’s paper titled ‘Systematic auditing is essential to debiasing machine learning in biology’ has been published in Communications Biology. In this work, we developed a systematic auditing framework to uncover biases in three machine learning applications of therapeutic interest, and provided guidelines for tailoring this framework to other biomedical applications. Great work by Fatma, Nadine, and colleagues!