To a large extent, supervised ML is for domains where automated machine learning does not perform well enough. Scientists add supervision to bring the performance up to an acceptable level.

Jessica L. Gronsbell, Tianxi Cai, Semi-supervised approaches to efficient evaluation of model prediction performance, Journal of the Royal Statistical Society. Series B (Statistical Methodology), Vol.