\ldots} We therefore take the opportunity to bridge the semantic gap by integrating the N-gram based CBIR with the ontology based radiology reports retrieval in order to find similar past cases for radiological diagnosis {\ldots} This is also a very important step in retrieval of radiology reports {\ldots