I recently learned AUC and ROC and confused about the usage of AUC. What if my model A has a higher AUC than my model B but in terms of one particular threshold--one particular point on the ROC graph--model B has the highest accuracy or F1 score? If this situation happens, then although the overall performance of model A is better, I will choose model B because my prediction will be based on one model with a particular threshold.
Is my logic right? Will the situation I described happen? Thanks