23. An apparatus, comprising: hardware circuitry configured to process automatically medical text from a radiology report, the circuitry configured to process automatically medical text comprises circuitry configured to: identify medical phrases contained within the medical text; extract the medical phrases from the medical text; determine which of the medical phrases are valued medical phrases, a valued medical phrase includes content having a corresponding value in a lexicon of relevant terminology in radiology, the valued medical phrase being either a medical finding or a medical recommendation; reduce each valued medical phrase to one or more medical codes in radiology from at least one of Current Procedural Terminology, Fourth Revision (CPT4), International Classification of Diseases, Ninth Revision (ICD9), Systematized Nomenclature of Medicine (SNOWMED), a lexicon of radiological terms, or Unified Medical Language System (UMLS); the one or more medical codes being medical identifiers; and render in a first group medical codes corresponding to the medical finding; and render in a second group separate from the first group medical codes corresponding to the medical recommendation, wherein the circuitry comprises a processor, wherein the circuitry configured to process automatically the medical text from the radiology report further comprises circuitry configured to generate a lexicon-based hierarchical decision tree for radiology by assigning each valued medical phrase to a location in the lexicon-based hierarchical decision tree.
23. An apparatus, comprising: hardware circuitry configured to process automatically medical text from a radiology report, the circuitry configured to process automatically medical text comprises circuitry configured to: identify medical phrases contained within the medical text; extract the medical phrases from the medical text; determine which of the medical phrases are valued medical phrases, a valued medical phrase includes content having a corresponding value in a lexicon of relevant terminology in radiology, the valued medical phrase being either a medical finding or a medical recommendation; reduce each valued medical phrase to one or more medical codes in radiology from at least one of Current Procedural Terminology, Fourth Revision (CPT4), International Classification of Diseases, Ninth Revision (ICD9), Systematized Nomenclature of Medicine (SNOWMED), a lexicon of radiological terms, or Unified Medical Language System (UMLS); the one or more medical codes being medical identifiers; and render in a first group medical codes corresponding to the medical finding; and render in a second group separate from the first group medical codes corresponding to the medical recommendation, wherein the circuitry comprises a processor, wherein the circuitry configured to process automatically the medical text from the radiology report further comprises circuitry configured to generate a lexicon-based hierarchical decision tree for radiology by assigning each valued medical phrase to a location in the lexicon-based hierarchical decision tree. 24. The apparatus of claim 23 , wherein the circuitry configured to render in the first group medical codes corresponding to the medical finding comprises circuitry configured to display on a screen the first group; and wherein the circuitry configured to render in the second group medical codes corresponding to the medical recommendation comprises circuitry configured to display on the screen the second group.