To strike a better balance between having a rich representation of the context and improving the learner's ability to generalize, we extract a subtree from a parse tree and use it as the value of the structured feature of an instance.
experimental results on the i2b2 corpus show a significant relative error reduction of 19.8% over a stateof-the-art baseline.