Abstract: Systems, methods, and apparatus are disclosed aggregating at least two of vital signs data, diagnostic test results, medical data, and user parameters into a single medical record. In one example, a method may include periodically receiving vital signs data and/or diagnostic test results performed on a user; periodically receiving medical data in response to a medical examination of the user performed by a health care practitioner; receiving user parameters about the user; aggregating the vital signs data and/or diagnostic test results, the medical data, and the user parameters into a single medical record; associating the single personal medial record with the user; and storing the single personal medial record into a database of personal medical records. Life expectancy can be calculated. Data aggregation can be performed over time for comparison in real time to medical standard values allowing the user to set personal goals towards greater life expectancy.

Abstract: Systems, methods, and apparatus are disclosed aggregating at least two of vital signs data, diagnostic test results, medical data, and user parameters into a single medical record. In one example, a method may include periodically receiving vital signs data and/or diagnostic test results performed on a user; periodically receiving medical data in response to a medical examination of the user performed by a health care practitioner; receiving user parameters about the user; aggregating the vital signs data and/or diagnostic test results, the medical data, and the user parameters into a single medical record; associating the single personal medial record with the user; and storing the single personal medial record into a database of personal medical records. Life expectancy can be calculated. Data aggregation can be performed over time for comparison in real time to medical standard values allowing the user to set personal goals towards greater life expectancy.

Abstract: The aggregation of facts from various sources about an individual may produce an individual profile that may inform personalized services. However, a compilation of facts may be supplemented by monitoring activities of the individual and formulating inferences regarding the individual's individual details, and the confidence of such inferences. Accordingly, a device may compare the detected activities with a behavioral rule set indicating correlations between activities and inferred individual details (e.g., frequently spent weekday evenings and morning departures from a residence imply that the residence is the individual's home; frequent bicycling to work, chosen over other available modes of transportation, implies that the individual is a bicycling enthusiast) to add inferred individual details to the individual profile. Continued monitoring may enable updating based on changes to the individual details.