Why is the f1 score change so much when using Binary Relevance compared to doing the same thing manually?

Question

I am working on a multilabel project with 2 labels (the values of the labels can only be 1 or 0) both unbalanced (small amount of 1s compared to 0s). I used Binary Relevance