Hughes et al (2017)  presented an approach to classify clinical text at sentence level. The model presented here is very similar to a normal CNN approach. But multiple configuration of stacked convolutional layers are used. The model ends with a fully connected layer followed by a softmax layer.
The model is tested with various hyper parameter optimization strategies mentioned in the paper. The model is implemented using just Tensorflow Apis.