Abstract: A system and method for providing compliance predictions for using a respiratory pressure therapy device in a treatment regimen is disclosed. The system includes a respiratory pressure therapy device having a transmitter and an air control device to provide respiratory therapy to a patient. The respiratory pressure therapy device collects operational data and transmits the collected operational data. Demographic data of the patient is collected. A predicted compliance with the treatment regimen is determined based on inputting operational data and demographic data to a machine learning compliance prediction model having a compliance prediction output. The machine learning model is trained from the operational data and demographic data of a population of patients using respiratory pressure therapy devices.

Abstract: A method and system for dynamically providing contextually relevant news on an article. The method includes extracting a list of key terms from the article on a web page. The method also includes filtering a set of posts associated with a key term in the list of key terms. The set of posts is also filtered from one of a plurality of user accounts and a plurality of editor programmed user accounts on one or more networking websites. The method further includes identifying a plurality of uniform resource locators comprised in the set of posts. Further, the method includes extracting the contextually relevant news from the plurality of uniform resource locators. The contextually relevant news is related to the key term. Moreover, the method includes displaying the contextually relevant news as news feed on the web page. The system includes electronic devices, a communication interface, a memory, and a processor.

Abstract: Techniques for socialized commercial incentives are provided. A commercial incentive is displayed in a page displayed by a browser. A user interface element is displayed in association with the commercial incentive that enables a function to be performed with respect to the commercial incentive. The user interface element is determined to have been interacted with by a user. In response, the function associated with the commercial incentive is performed. The function may be a saving of the commercial incentive to a list of commercial incentives for the user, a displaying of the list of commercial incentives, a generating of a digitized version of the commercial incentive, or may be another function.

Abstract: A method and system for dynamically providing contextually relevant news on an article. The method includes extracting a list of key terms from the article on a web page. The method also includes filtering a set of posts associated with a key term in the list of key terms. The set of posts is also filtered from one of a plurality of user accounts and a plurality of editor programmed user accounts on one or more networking websites. The method further includes identifying a plurality of uniform resource locators comprised in the set of posts. Further, the method includes extracting the contextually relevant news from the plurality of uniform resource locators. The contextually relevant news is related to the key term. Moreover, the method includes displaying the contextually relevant news as news feed on the web page. The system includes electronic devices, a communication interface, a memory, and a processor.

Abstract: A method and system for dynamically providing contextually relevant posts on an article. The method includes extracting a list of key terms from the article on a web page. The method also includes filtering out a first set of live posts associated with a first key term in the list of key terms. The method further includes displaying the list of key terms from the article along with the first set of live posts associated with the first key term in the list of key terms. The system includes one or more electronic devices, a communication interface, a memory, and a processor.

Abstract: The present invention relates to a method for treating non-melanotic cancers by administration of PABA. The present invention also relates to the potentiation of standard cancer treatment of radiation, radioimmunotherapy, and/or chemotherapy using PABA.

Abstract: The present invention relates to a method for treating non-melanotic cancers by administration of PABA. The present invention also relates to the potentiation of standard cancer treatment of radiation, radioimmunotherapy, and/or chemotherapy using PABA.