Data derived user behavior modeling
First Claim
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1. A computer-implemented method, comprising:
- accessing, by a centralized server, a user list to identify a plurality of dependent users;
analyzing one or more data streams for data that reference individual dependent users of the plurality of dependent users, the one or more data streams extending across a network and between a plurality of generation devices and one or more storage devices comprising a clinical data warehouse, at least one data stream comprising messages of a standardized format;
for each dependent user of the plurality of dependent users, performing by the centralized server;
detecting a triggering event based on monitoring the one or more data streams in accordance with a set of triggering rules, the triggering event comprising a message that updates a user record associated with a dependent user of the plurality of dependent users;
determining a likely present condition of the dependent user based on one or more condition data present in the message or in the user record;
selecting a present condition model from a set of present condition models stored on the centralized server based on the likely present condition;
identifying a user model for an authorized user that is associated with the likely present condition of the dependent user, the user model stored on the centralized server;
comparing the present condition model with the user model to determine a condition preparedness score for the authorized user;
generating, based on the condition preparedness score, a support element capable of being presented at a user device associated with the authorized user, the support element including one or more items retrieved from a database associated with the condition preparedness score; and
transmitting, via the network, the support element to the user device for presentation at the user device.
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Abstract
In some examples, user models are generated to represent experience of users with respect to their roles. Models that represent conditions are also generated. As part of generating a support element for a particular user, a triggering event is detected (e.g., an update to a user record), a condition is identified, a condition model and a user model are compared to identify a condition preparedness score. This score is used to generate the support element, which is shared with a user device of the user.
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Citations
20 Claims
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1. A computer-implemented method, comprising:
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accessing, by a centralized server, a user list to identify a plurality of dependent users; analyzing one or more data streams for data that reference individual dependent users of the plurality of dependent users, the one or more data streams extending across a network and between a plurality of generation devices and one or more storage devices comprising a clinical data warehouse, at least one data stream comprising messages of a standardized format; for each dependent user of the plurality of dependent users, performing by the centralized server; detecting a triggering event based on monitoring the one or more data streams in accordance with a set of triggering rules, the triggering event comprising a message that updates a user record associated with a dependent user of the plurality of dependent users; determining a likely present condition of the dependent user based on one or more condition data present in the message or in the user record; selecting a present condition model from a set of present condition models stored on the centralized server based on the likely present condition; identifying a user model for an authorized user that is associated with the likely present condition of the dependent user, the user model stored on the centralized server; comparing the present condition model with the user model to determine a condition preparedness score for the authorized user; generating, based on the condition preparedness score, a support element capable of being presented at a user device associated with the authorized user, the support element including one or more items retrieved from a database associated with the condition preparedness score; and transmitting, via the network, the support element to the user device for presentation at the user device. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A centralized server system, comprising:
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one or more data storage devices comprising a clinical data warehouse; a memory comprising computer-executable instructions; and a processor configured to access the memory and execute the computer-executable instruction to at least; access a user list to identify a plurality of dependent users; analyze one or more data streams for data that references individual dependent users of the plurality of dependent users, the one or more data streams extending across a network and between a plurality of generation devices and the one more storage devices, at least one data stream comprising messages of a standardized format; for each dependent user of the plurality of dependent users, detect a triggering event based on monitoring the one or more data streams in accordance with a set of triggering rules, the triggering event comprising a message that updates a user record associated with a dependent user of the plurality of dependent users; determine a likely present condition of the dependent user based on one or more condition data present in the message or in the user record; select a present condition model from a set of present condition models stored on the centralized server system based on the likely present condition; identify a user model for an authorized user that is associated with the likely present condition of the dependent user, the user model stored on the centralized server system; compare the present condition model with the user model to determine a condition preparedness score for the authorized user; generate, based on the condition preparedness score, a support element capable of being presented at a user device associated with the authorized user, the support element including one or more items retrieved from a database associated with the condition preparedness score; and transmit, via the network, the support element to the user device for presentation at the user device. - View Dependent Claims (9, 10, 11, 12, 13, 14)
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15. A non-transitory computer-readable storage device comprising computer-executable instructions that, when executed by one or more computer systems, cause the one or more computer systems to perform operations comprising:
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accessing, by a centralized server, a user list to identify a plurality of dependent users; analyzing one or more data streams for data that references individual dependent users of the plurality of dependent users, the one or more data streams extending across a network and between a plurality of generation devices and one more storage devices comprising a clinical data warehouse, at least one data stream comprising messages of a standardized format; for each dependent user of the plurality of dependent users, performing by the centralized server; detecting a triggering event based on monitoring the one or more data streams in accordance with a set of triggering rules, the triggering event comprising a message that updates a user record associated with a dependent user of the plurality of dependent users; determining a likely present condition of the dependent user based on one or more condition data present in the message or in the user record; selecting a present condition model from a set of present condition models stored on the centralized server based on the likely present condition; identifying a user model for an authorized user that is associated with the likely present condition of the dependent user, the user model stored on the centralized server; comparing the present condition model with the user model to determine a condition preparedness score for the authorized user; generating, based on the condition preparedness score, a support element capable of being presented at a user device associated with the authorized user, the support element including one or more items retrieved from a database associated with the condition preparedness score; and transmitting, via the network, the support element to the user device for presentation at the user device. - View Dependent Claims (16, 17, 18, 19, 20)
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Specification