Abstract: A server computing device generates a virtual patient object (VPO) from a patient health record. The server computing device generates documents based upon the VPO. The server computing device causes a term-document index to be generated based upon the documents, the term-document index mapping terms in text of the documents to identifiers for the documents in which the terms are found. Subsequently, responsive to receiving a textual query from a client computing device, the server computing device executes a textual search over the term-document index based upon the textual query. The textual search produces search results that comprise an identifier for a document in the documents that includes a term specified in the textual query. The server computing device identifies a portion of the VPO based upon the search results and transmits the portion of the VPO to the client computing device for display.