Abstract: At least some aspects of the present disclosure direct to systems and methods of extracting medical entry information from medical documentation. A method comprises the steps of: identifying patient information needed for a predefined medical entry; finding the patient information in documents associated with the patient, wherein finding the patient information includes annotating the documents with a natural language processor to detect phrases and words corresponding to the patient information in the patient documents and analyzing the documents with a machine learning processor trained using the annotated documents to detect the patient information in the patient documents; and exporting the patient information found as medical entry fields.