Abstract: Disclosed herein are system, method, and computer program product embodiments for identifying document-to-document and/or document-to-entity relationships using machine learning. This may be referred to as document matching. A document matching system may receive a first and a second document and determine whether the documents are associated. For example, a first document may correspond to a contract for a delivery while the second document may correspond to a confirmation of delivery completion. Using machine learning and an analysis of character strings within the documents, the document matching system may identify the documents as matching. The document matching system may also match a document to a data structure representing an entity, such as a delivery, job, and/or shipment contract. The document matching system may also generate a graphical user interface with color highlighting the data fields and values used to determine that the documents are matching.

Abstract: A disease-specific ontology crafted by a consensus of expert clinicians may be used to semantically characterize/provide semantic meaning to dynamically changing patient electronic medical record (EMR) data in critical care settings. Hierarchical, directed node-edge-node graphs (concept maps or Vmaps) developed with an end-user friendly graphical user interface and ontology editor, can be used to represent structured clinical reasoning and serve as the first step in disease-specific ontology building. Disease domain Vmaps reflecting expert clinical reasoning associated with management of acute illnesses encountered in critical care settings (e.g. ICUs) that extend core clinical ontologies, developed and reviewed by experts, are in turn extended with existing medical ontologies and automatically translated to a domain ontology processing engine.

Abstract: A PCV generation process using deep learning networks and multi-task learning wherein what knowledge is already known can be used to learn new knowledge such as the addition of CPT and medication information to augment patient PCVs based on ICD codes and expressions of history in free text notes.

Abstract: A disease-specific ontology crafted by a consensus of expert clinicians may be used to semantically characterize/provide semantic meaning to dynamically changing patient electronic medical record (EMR) data in critical care settings. Hierarchical, directed node-edge-node graphs (concept maps or Vmaps) developed with an end-user friendly graphical user interface and ontology editor, can be used to represent structured clinical reasoning and serve as the first step in disease-specific ontology building. Disease domain Vmaps reflecting expert clinical reasoning associated with management of acute illnesses encountered in critical care settings (e.g. ICUs) that extend core clinical ontologies, developed and reviewed by experts, are in turn extended with existing medical ontologies and automatically translated to a domain ontology processing engine.

Abstract: A product location display system and method are provided that allow travel related product information, such as the geographic location of hotels, to be displayed on an interactive display. An application server of the product location display system receives user inputted criteria for a travel product search. A location management system determines a location for the travel product being searched based on the inputted criteria. Sub-locations associated with the geographic location being searched are pre-defined as being within the searched geographic location and stored within a location database memory component coupled with the location management system. A display configuration component of the location management system arranges and displays results of the search for the travel product by the sub-locations defined as being within the searched location.

Abstract: A product location display system and method are provided that allow travel related product information, such as the geographic location of hotels, to be displayed on an interactive display. An application server of the product location display system receives user inputted criteria for a travel product search. A location management system determines a location for the travel product being searched based on the inputted criteria. Sub-locations associated with the geographic location being searched are pre-defined as being within the searched geographic location and stored within a location database memory component coupled with the location management system. A display configuration component of the location management system arranges and displays results of the search for the travel product by the sub-locations defined as being within the searched location.