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Policy-based management for federated healthcare systems has recently gained increasing attention due to strict privacy and disclosure rules. Although the work on privacy languages and enforcement mechanisms, such as Hippocratic databases, has advanced our understanding of designing privacy-preserving policies for healthcare databases, the need to integrate these policies in a practical healthcare framework is becoming acute. Additionally, although most work in this area has been organization oriented, dealing with the exchange of information between healthcare organizations (such as referrals), the requirements for the emerging area of personal healthcare information management have so far not been adequately addressed. These shortcomings arise from the lack of a sophisticated policy specification language and enforcement architecture that can capture the requirement for 1) the integration of privacy and disclosure policies with well-known healthcare standards used in the industry in order to specify the precise requirements of a practical healthcare system and 2) the provision of ubiquitous healthcare services to patients using the same infrastructure that enables federated healthcare management for organizations. In this paper, we have designed a policy-based system to mitigate these concerns. First, we have designed our disclosure and privacy policies by using a requirements specification based on a set of use cases for the Clinical Document Architecture (CDA) standard proposed by the community. Second, we present a context-aware policy specification language, which allows encoding of CDA-based requirements use cases into privacy and disclosure policy rules. We have shown that our policy specification language is effective in terms of handling a variety of expressive constraints on CDA-encoded document contents. Our language enables specification of privacy-aware access control for federated healthcare information across organizational boundaries, whereas the use of contextual constraints allows the incorporation of user and environment context in the access control mechanism for personal healthcare information management. Moreover, the declarative syntax of the policy rules makes the policy adaptable to changes in privacy regulations or patient preferences. We also present an enforcement architecture for the federated healthcare framework proposed in this paper. Index Terms--Federated database security, healthcare engineering, policy-based management, role-based access control.

Integrating sensor systems within the home can be a tedious process due to the challenges of deploying systems across multiple environments, customizing applications, and connecting across various devices. We demonstrate the deployment of sensors using the Lab of Things platform within a residence over a 3 month period. We developed a real time visualization application from the generated sensor data, and evaluated it through a survey with 19 older adults and caregivers. Findings can be a valuable guide to scale a study across multiple settings, and to create personalized interfaces.