Abstract: Example embodiments provide systems and methods for managing data. An example method for generating structured metadata from a plurality of published case report comprises: identifying a plurality of relevant case reports; extracting relevant text; generating a plurality of entities, wherein each of the entities has an entity type; generating relationships between the any entity pair; and grouping two or more of the entities into a group based on one or more of: the entity types of one or more of the entities, and one or more of the relationships.

Abstract: Publication pre-screening may include the use of a trained model. A trained language model may be fine-tuned on a question-and-answer task and may be configured to receive a question that includes inclusion and exclusion criteria for a publication. The question may be formulated to include context information such as a title and abstract of the publication. An output of the model may be used to determine a selection of the publication.

Abstract: Publication pre-screening may include the use of a trained model. A trained language model may be fine-tuned on a question-and-answer task and may be configured to receive a question that includes inclusion and exclusion criteria for a publication. The question may be formulated to include context information such as a title and abstract of the publication. An output of the model may be used to determine a selection of the publication.