Abstract: A healthcare system, platform and methods for providing enhanced medical diagnostics and treatment are herein provided. The platform includes a healthcare knowledge graph database for storing a medical hybrid knowledge graph, the hybrid knowledge graph including healthcare data from one or more ontology-based knowledge graphs and clinical data from one on more sources; a data processing engine running a diagnostic algorithm, designed to process a patient condition data and to process a hybrid knowledge graph database, and select one or more pathways on the knowledge graph to generates one or more differential diagnoses for suspected disorders, which relate to the given patient condition; and a user interface to enable an end user to view results output by the data processing engine.

Abstract: A healthcare system, platform and methods for providing enhanced medical diagnostics and treatment are herein provided. The platform includes a healthcare knowledge graph database for storing a medical hybrid knowledge graph, the hybrid knowledge graph including healthcare data from one or more ontology-based knowledge graphs and clinical data from one on more sources; a data processing engine running a diagnostic algorithm, designed to process a patient condition data and to process a hybrid knowledge graph database, and select one or more pathways on the knowledge graph to generates one or more differential diagnoses for suspected disorders, which relate to the given patient condition; and a user interface to enable an end user to view results output by the data processing engine.

Abstract: A system for publishing a sponsor-comment together with content of a publisher that is associated with a particular file. A code segment is included in the particular file. A database relates a plurality of keywords with one or more sponsors. A registration module is operative to register one or more channels of the publisher, each said channel including at least one of the plurality of files. A communication module is operative to receive a sponsor-comment across the network. A comment management module is operative to selectively associate the sponsor-comment with the particular file in accordance with at least one criterion accessible to one or more of the servers. Upon opening each respective file in a browser of a client machine, the code segment executes to cause the browser to include in the display the sponsor-comment together with the publisher-content. Variations of systems and methods that publish sponsor comments are disclosed.