Abstract: Software that performs the following steps: (i) receiving data from a first database and data from a second database, (ii) identifying a training subset and a test subset from the received data; (iii) generating a first graphical model using data from the training subset; (iv) generating a second graphical model using data from the training subset; (v) determining respective weights for the first graphical model and the second graphical model by using an expectation maximization method on data from the test subset; (vi) generating a third graphical model by interpolating at least the first graphical model and the second graphical model using their respectively determined weights; and (vii) defining one or more links between the data from the first database and the data from the second database using the third graphical model.

Abstract: According to one embodiment, a system includes a medical device configured to provide a function to a user, communicate via a wireless communication channel with one or more other devices, and send a signal to shift a medical device application from a locked state to an unlocked state. The system also includes a computing device having wireless communication channels and a processor and logic integrated with and/or executable by the processor. The logic is configured to cause the computing device to communicate with the medical device, execute the medical device application, and shift from the locked state to the unlocked state in response to receiving the signal from the medical device. Core functionality of the medical device application is disabled when the medical device application is in the locked state, and some functionality applicable to the medical device is enabled when the medical device application is in the unlocked state.

Abstract: A method of collecting test data from use of a disposable test kit, the method comprising the steps of: a code reader scanning a unique test identifier provided on the disposable test kit; an identification module identifying from the scanned unique test identifier a type of test performed by the disposable test kit; the code reader scanning a patient identifier; the identification module identifying from the scanned patient identifier a patient who has used the disposable test kit; a display and selection module automatically displaying on a display screen each of all possible distinct outcomes associated with the identified test as a selectable option; a user selecting one of the displayed all possible distinct outcomes for collection as test data; an association module automatically associating the test data with the patient; and the user activating storage of the test data to a data storer.

Abstract: A patient monitoring system includes a physiological sensor to sense light after it has passed through tissue of a patient and generate a signal indicative a physiological parameters in response to the sensed light, and a patient monitoring device in communication with the physiological sensor to receive the signal and determine measurements of the physiological parameters from the received signal. The patient monitoring device includes a processor and memory having multiple system images. The patient monitoring device downloads an image upgrade to one system image that the not latest used or tested system image. The patient monitoring device boots the processor from the system image that includes the image upgrade. If the upgraded system image fails, the patient monitoring device boots the processor from another system image of the multiple system images. The patient monitoring device repairs the failed system image.

Abstract: The disclosed system calculates a single score for a consumable that indicates the nutritional health of that consumable. Nutritional health in one embodiment is an indication of whether nutrients within a consumable are within a healthy range that is specific to a user based on a recommended caloric intake. The system determines the impact on the individual's nutritional health by determining whether the nutritional content of a consumable falls within a range customized to the individual. The disclosed system thus tracks and displays the impact of consumables on individuals personalized nutritional requirements. The disclosed system also generates nutritional advice, enabling the individual to discover the impact of changes to nutritional habits on the individual's overall nutritional health. In an embodiment, the disclosed system determines and displays consumables that would need to be consumed to meet an individual's nutritional health needs over a specified period, such as in a given day.

Abstract: A computing system can implement a health verification and prediction service by generating an interactive user interface through which users can provide responses to health assertions in one or more trivia sessions. Each of the health assertions can include a correlation value to actual health outcomes based on responses received from individuals a control group and the known health outcomes of those individuals. Based on the responses from the user, the computing system can generate a health profile for the user.

Abstract: A computing system can execute a correlation model for a library of health assertions to configure a correlation value for each health assertion. The correlation value comprises a correlation between knowledge associated with the health assertion and known health outcomes of individuals in a control group who have also provided responses to the health assertions. The computing system provides a health trivia session for users and based at least in part on the performance of the user, generates a mortality outcome profile that is used to classify the user in an underwriting class.

Abstract: A method is provided for monitoring and communicating nutritional data to end user devices. The method comprises receiving data from external sources including merchant systems distributing items having nutritional value and a third party aggregator system storing nutritional information for the distributed items. The method further includes storing instructions and databases in at least one computer memory, the databases including a receipts database storing receipts transmitted from the merchant systems, wherein the receipts include an identification of the distributed items. The method additionally includes calling an application program interface of the aggregator system and providing data from identified receipts including identification of distributed items and receiving nutrition information for the distributed items from the aggregator service.

Abstract: An estimate is made of a time since a given presenting cancer would have first been detectable using a known diagnostic technique, and an estimate is also made of initial characteristics of the given presenting cancer at the time when it would have first been detectable using the known diagnostic technique. A first probability of the cancer being present in a first set of one or more clinically significant remote sites is determined based on the estimated initial characteristics. A second probability of the cancer being present in the first set of one or more clinically significant remote sites is determined based on actual current characteristics of the given presenting cancer. The first and second probabilities are used to estimate incremental risk of incurring presence of the cancer at the first set of one or more clinically significant remote sites by delaying therapy for a unit time.

Abstract: Examples described herein include a computer system to obtain social network content from a user, and to analyze the social network content to determine one or more attributes. The computer system predicts a lifestyle category of the user based at least in part on the determined one or more attributes.

Abstract: A computer system automates the determination of a health profile of a user based on a knowledge of the user regarding health related questions and social network content from an account of the user.

Abstract: An estimate is made of a time since a given presenting cancer would have first been detectable using a known diagnostic technique, and an estimate is also made of initial characteristics of the given presenting cancer at the time when it would have first been detectable using the known diagnostic technique. A first probability of the cancer being present in a first set of one or more clinically significant remote sites is determined based on the estimated initial characteristics. A second probability of the cancer being present in the first set of one or more clinically significant remote sites is determined based on actual current characteristics of the given presenting cancer. The first and second probabilities are used to estimate incremental risk of incurring presence of the cancer at the first set of one or more clinically significant remote sites by delaying therapy for a unit time.

Abstract: A computer system prompts a user to answer a series of questions from a collection of questions. From the user's answers, the computer system predicts a mortality outcome based on the value of a predetermined mortality parameter for one or more of the questions in the series.

Abstract: Devices, systems and methods for reconfigurable and/or updatable lightweight embedded devices or systems are disclosed. Via use of such a device, system, or method, various capabilities for a user are provided, simplified, secured, and/or made more convenient. The system may interact with various other devices or systems, including those that are cloud-based or communicate through the cloud, and may utilize various local sensors, in order to provide one or more of improved access, monitoring, diagnostics, and so forth.