A document is usually stored as a single continuous string, encoded as JSON, XML, or a binary variant thereof (such as MongoDB’s BSON).
Total document size can become an issue pretty quickly. The datastore may not handle large documents, and you may not enjoy parsing that much JSON to get the patient's middle initial.