I found model.predict and model.predict_proba both give an identical 2D matrix representing probabilities at each categories for each row.
model.predict
model.predict_proba
Wha
As mentioned in previous comments (and here), there currently isn't any difference. However one seems to exist only for backward compatibility (not sure which one, and I'd be interested to know).