Before revision:  Machine learning methods provide a platform  for development of deployment-ready classification models robust to the smaller, more heterogeneous datasets typical of healthcare.
After revision:  Machine learning methods provide a platform to leverage this 'host response' for development of deployment-ready classification models robust to the smaller, more heterogeneous datasets typical of healthcare.