Abstract: In some implementations, a system is configured to selectively distributing programs to remote devices based on monitoring performed by the remote devices. The system includes a server system that can distribute configuration data for the respective programs to remote devices over a communication network and monitor incoming data received from the remote devices over the communication network. The system can collect, from the respective remote devices, monitoring data that is generated for the programs by the remote devices and is provided over the communication network. The system can adapt a scoring process for prioritizing the plurality of programs for different remote devices based on the collected monitoring data. The system can distribute, to each of one or more of the remote devices, configuration data corresponding to one or more programs identified for the one or more remote devices using the adapted scoring process.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for remotely managing and adapting monitoring programs using machine learning predictions. In some implementations, data describing a monitoring program that involves collecting data over a period of time from geographically distributed devices is accessed. Composition characteristics of the monitoring pro group for the monitoring program are determined. Predicted composition characteristics are generated for a portion of the monitoring group predicted to comply with the monitoring program requirements for the period of time. It is determined whether the predicted composition characteristics indicate at least a minimum level of diversity among the portion of the monitoring group. The system communicates with one or more devices associated with the monitoring program.

Abstract: The systems and methods of the invention provide a network querying or content system which drives high relevance question sets or content to users and presents it in the optimal template to ensure user interaction. In accord with at least one aspect, the system assesses the context (of a user) by interpreting the optimal template based on personality mapping of the user and relevancy mapping of the query or content. In a technically efficient manner, the system employs client-based managers and builders to select, supplement, or build user profiles and user interface templates to optimize queries or content based on a user's present profile. The systems and methods of the invention perform processing, in a technically efficient manner, to assess question or content set interaction and relevancy to generate targeted question sets or content that encourage overall user health and wellness.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for technology assessment and selection. In some implementations, study data indicating parameters of a research study or an objective of a research study is received. Types of data to be collected during the research study are identified. Technology options that each represent one or more technology items that can provide the data to be collected are identified. A suitability score for each of the technology options is determined. A selection is made from among the technology options based on the suitability scores. Output data that indicates the selected technology options for the research study is provided.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for improving distributed monitoring using different groups of remote devices. In some implementations, a system communicates with a set of remote devices involved in a first monitoring program that involves collection of data from the remote devices over a communication network. The system identifies a pattern or similarity among monitoring data collected from a subset of the remote devices involved in the first monitoring program. The system determines that the identified pattern or similarity satisfies one or more criteria for initiating additional monitoring. In response, the system determines parameters specifying second types of data to collect in a second monitoring program. The system configures one or more devices to perform monitoring for the second monitoring program including acquiring data for the second types of data and providing the acquired data to a server over the communication network.

Abstract: Methods, systems, and apparatus, including computer-readable media encoded with computer program instructions, for a decentralized application ecosystem and data sharing platform. In some implementations, a system stores data for different individuals in different logical data storage areas. The system stores data indicating a set of predetermined data classifications, and for at least some of the data storage areas, the system determines and stores data classifications for data stored in an encrypted form in the data storage area. The system provides an application programming interface (API) that enables multiple different applications to access the data storage areas over a communication network. The system is configured to (i) provide access through the API to the data of data storage areas, conditioned on applications providing authorization tokens, and (ii) provide access through the API to the data classifications in the metadata that is not conditioned on providing authorization tokens.

Abstract: A system and method for dynamically adjusting the architecture of an application on a device based on user responsiveness. The application determines relevant changes to apply based on the user's interactivity with the application through a plurality of inputs and data analysis. The application adapts the architecture to provide preferred application containers, features, workflow, and interface elements. User data, indicating characteristics of the user, is obtained and used to select adaptions to the user architecture through selection of specific application container units, application features, workflow segments and other elements. The application determines and selects the appropriate application container units, application features, and workflow segments to vary the features available, the content displayed, the workflow of the application, the form of the content and the interface for different users.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for adapting communications and interactions to enhance monitoring using remote devices. In some implementations, a system communicates with remote devices that are each configured to perform monitoring. The system generates records that specify outcomes or responses obtained after sending the messages. The generated records are used to create or update profiles for different categories of users. Each profile has a set of inclusion criteria defining the category corresponding to the profile, and stores data that characterizes effects of message attributes on outcomes or responses for users in the category corresponding to the profile. The system selects a profile for each member of a group of users involved in a particular monitoring program, then adapts communication for each user based on the profile selected for the user.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for geofencing and location tracking for predicting and limiting disease exposure. In some implementations, location tracking data is received indicating locations of user devices over time. Location tags specifying visits of the user devices to different locations indicated by the location tracking data are defined. A geofence is assigned to each of the location tags to specify a geofenced area corresponding to the location tag. Disease transmission scores are assigned to first location tags representing visits of a first user. A disease exposure score is determined for a second user whose user device is determined, based on the location tracking data, to have entered at least one of the geofenced areas corresponding to the first location tags.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for monitoring technology usage and performance. In some implementations, use of a technology item by one or more individuals assigned to use the technology item is monitored. Based on the monitoring, usage data that indicates usage of the technology item is generated. One or more criteria for evaluating the usage of the technology item by the one or more individuals is identified. It is determined whether usage data satisfies the one or more criteria. A system performs at least one of (i) evaluating an alternative technology item for the one or more individuals, or (ii) providing, for display on a user interface, output data indicating whether the usage data satisfies the one or more criteria.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for adjustable data collection for individual and community disease management. In some implementations, user input data is provided by one or more individuals in a community to one or more user devices. Trigger data is accessed indicating one or more data collection triggers associated with monitoring of a disease. A particular data collection trigger indicated by the trigger data is detected by determining that the one or more criteria for the particular data collection trigger are satisfied. In response to detecting the data collection trigger: content is selected to prompt user input; a set of individuals associated with the community is selected to receive the selected content; and the user devices present the selected content that is configured to prompt for user input regarding of the type of data associated with the detected data collection trigger.

Abstract: Systems and methods for selectively distributing programs to remote devices are described. In some implementations, one or more computers access candidate profile for a candidate to participate in interactive programs involving collection of data from participants using remote devices. The one or more computers also identify program profiles for multiple programs in which the candidate is eligible to enroll as a participant. Scores are determined for each of the programs with respect to the candidate, and one or more of the programs are selected for the candidate based on the scores. Selection results are provided over the communication network to a client device, the selection results being provided for presentation by the client device to indicate the selected one or more programs on an interface of the client device.

Abstract: A system and method for dynamically adjusting the architecture of an application on a device based on user responsiveness. The application determines relevant changes to apply based on the user's interactivity with the application through a plurality of inputs and data analysis. The application adapts the architecture to provide preferred application containers, features, workflows, and interface elements. User data, indicating characteristics of the user, is obtained and used to select adaptions to the user architecture through selection of specific application container units, application features, workflow segments and other elements. The application determines and selects the appropriate application container units, application features, and workflow segments to vary the features available, the content displayed, the workflow of the application, the form of the content and the interface for different users.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for using machine learning to improve processes for achieving readiness. In some implementations, a database is accessed to obtain status data that indicates activities or attributes of a subject. One or more readiness scores indicating a level of capability of the subject to satisfy one or more readiness criteria are generated. Data is accessed indicating multiple candidate actions for improving capability of the subject to satisfy one or more readiness criteria. A subset of the candidate actions for the subject are selected based on the one or more readiness scores generated using the one or more models. Output is provided to cause one or more of the actions in the selected subset to be performed or cause an indication one or more of the actions in the selected subset to be presented on a user interface.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for customizing monitoring programs involving remote devices. In some implementations, at least one of subject attribute data describing characteristics of subjects or subject outcome data including results from monitoring programs that involved the subjects are extracted from a subject database. The subjects are grouped into different groups according to levels of similarity among attributes of the subjects or monitored outcomes for the subjects. A profile is constructed for a group which includes defining inclusion criteria for the group based on aggregate data for the subjects in the group. Data sets are used in the subject database to characterize, for each profile, differing effects of elements of monitoring programs on program compliance outcomes for subjects that satisfy the criteria of the profile.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for using digital health technologies to monitor effects of pharmaceuticals in clinical trials. In some implementations, a research study involves use of a pharmaceutical by participants in the research study. A system generates a set of technology requirements for monitoring effects of the pharmaceutical on the participants during the research study. The system accesses a database comprising information describing characteristics of different technology items, including types of measurements that the different technology items are capable of performing. The system selects one or more technology items that capable of satisfying the technology requirements for monitoring effects of the pharmaceutical, including performing the types of measurements specified by the technology requirements.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for automated contact tracing using multiple data sources. In some implementations, a system uses location data generated based on one or more types of signals, such as GPS signals, WI-FI signals, signals from cellular base stations, signals from short-range wireless technology (e.g., BLUETOOTH), and so on. The system also prompts users for information regarding their locations and the conditions present at the locations, either at the time a user is present or later. With this information, the system compares the tracked locations for different individuals to identify instances of contacts in which criteria for disease transmission potential are met, e.g., when two individuals have certain levels of proximity and timing. Detected instances of contacts can be used to inform individuals of exposure to a disease, as well as to notify public health authorities.

Abstract: In some implementations, one or more computing devices receive data indicating selection criteria for a cohort through an interface. The one or more computing devices determine a first set of candidates classified as having attributes that satisfy the selection criteria. The one or more computing devices also determine a second set of candidates that satisfy a subset of the selection criteria and are determined to not satisfy a same one or more criteria of the selection criteria. The one or more computing devices provide output data through the interface that includes (i) data indicating the first set of candidates, (ii) data indicating the second set of candidates, and (iii) data indicating the one or more selection criteria not satisfied by the members of the second set of candidates.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for collecting monitoring data and predicting outcomes for communities. In some implementations, monitoring data is received, including location tracking data that indicates locations visited by individuals in a community. Community data for the community that describes characteristics of the community and a geographic region associated with the community is received. One or more predictive models are used to evaluate regions for potential for transmission of a disease based on behavior patterns of individuals in the community. The one or more predictive models can be models trained based on training data describing a plurality of different communities and behavior patterns and disease outcomes of individuals in the different communities over time.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for remotely managing and adapting monitoring programs using machine learning predictions. In some implementations, data describing a monitoring program that involves collecting data over a period of time from geographically distributed devices is accessed. Composition characteristics of the monitoring pro group for the monitoring program are determined. Predicted composition characteristics are generated for a portion of the monitoring group predicted to comply with the monitoring program requirements for the period of time. It is determined whether the predicted composition characteristics indicate at least a minimum level of diversity among the portion of the monitoring group. One or more devices associated with the monitoring program are communicated with.