Best performance (AUC) achieved when using reciprocal of recommened positive class weight for imbalanced classification using LightGBM

Question

I\'m working on a set of 50 severely imbalanced (1:10,000-100,000) classification problems. Using equal class weights (and default hyperparameters) the LightGBM model achiev