TensorFlow Estimator 1.3 no way to get predict_proba?

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I see the new DNN and estimator classes in 1.3 (tf.estimator.DNNClassifier) but I don't see any way to get/set predict_proba..

So as of now a prediction is set to true at over .5 % and false if under for the binary case I guess.. but there are numerous use cases where a lower probability to predict true, is very useful, particularly with very unbalanced data?

Any advice or leads? or guidance?

BTW it is available here: class tf.contrib.learn.DNNClassifier

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