Abstract: Included in the present disclosure is a system, including an electronic document. In some examples, the electronic document includes a work of authorship. According to some examples, the electronic document includes a topic of the work. The electronic document can include a topic tag configured to identify the topic. In some examples, the system includes a tag generator configured to identify a portion of the work of authorship related to the topic tag using a large language model.

Abstract: A system and method for measuring the quality of data reporting in a given medical study is presented. The instant innovation abstracts all relevant medical literature pertaining to a particular disease and categorizes the data and the study for quality and/or completeness. In an embodiment the instant innovation provides a system for study intake, permits user-determined search optimization, and provides for study data tagging. The innovation automates term inclusion and exclusion, automatically removing duplicates of previously collected study metadata, and then subjects the terms to a real-time sorting algorithm. Statistical analysis is performed upon included and excluded terms, and a representation of geometrical closeness from central tendency of any given data element is computed. The data elements and computed tendencies are reduced to a 2D visual representation and delivered to a user. The user may interact with the 2D visual representation using a device.

Abstract: A system and method for measuring the quality of data reporting in a given medical study is presented. The instant innovation abstracts all relevant medical literature pertaining to a particular disease and categorizes the data and the study for quality and/or completeness. In an embodiment the instant innovation provides a system for study intake, permits user-determined search optimization, and provides for study data tagging. The innovation automates term inclusion and exclusion, automatically removing duplicates of previously collected study metadata, and then subjects the terms to a real-time sorting algorithm. Statistical analysis is performed upon included and excluded terms, and a representation of geometrical closeness from central tendency of any given data element is computed. The data elements and computed tendencies are reduced to a 2D visual representation and delivered to a user. The user may interact with the 2D visual representation using a device.