def METHOD_NAME(self, X, **kwargs):
    if not self.classifiers:
        return pd.Series([None] * len(X), index=X.index, dtype="object")
    return self.predict_proba_many(X, **kwargs).idxmax(axis="columns").rename(self._y_name)