Abstract: A method includes: (a) for each of a set of queries, receiving a specification of that query; (b) receiving an indication of a set of clinical notes; (c) for each query, prompting an LLM system based on the respective specification of that query and receiving a response from the LLM system to each query for each clinical note, each response including a label and evidence from that clinical note supporting the label; (d) for at least one query, displaying the label and evidence for each clinical note generated in response to the at least one query; (e) in response to displaying, receiving a revised specification of the at least one query; and (f) prompting the LLM system based on the revised specification of the at least one query and receiving an updated response from the LLM system to the at least one query for each clinical note, each updated response including an updated label and updated evidence from that clinical note supporting the updated label.

Abstract: A computer implemented method for managing medical information includes displaying a number of user interface elements within a graphical user interface, receiving medical information for a patient in a first user interface element of the user interface elements, processing the medical information to identify one or more semantic items, the one or more semantic items including a first semantic item, processing a medical record for the patient according to first semantic item, the processing including identifying a number of medical information items related to the first semantic item, and presenting at least some medical information items of the number of medical information items in a second user interface element configured to display medical information items related to the first semantic item.