US 11,711,327 B1
Data derived user behavior modeling
William Michael Gregg, Nashville, TN (US); Jim Najib Jirjis, Nashville, TN (US); Jonathan Perlin, Nashville, TN (US); and Christopher Mason, Nashville, TN (US)
Assigned to C/HCA, INC., Nashville, TN (US)
Filed by C/HCA, Inc., Nashville, TN (US)
Filed on Oct. 14, 2020, as Appl. No. 17/70,101.
Application 17/070,101 is a continuation of application No. 16/545,122, filed on Aug. 20, 2019, granted, now 10,812,426.
Application 16/545,122 is a continuation of application No. 16/181,226, filed on Nov. 5, 2018, granted, now 10,412,028.
Application 16/181,226 is a continuation in part of application No. 15/917,446, filed on Mar. 9, 2018, granted, now 11,289,200.
Application 15/917,446 is a continuation in part of application No. 15/620,607, filed on Jun. 12, 2017, granted, now 10,121,389, issued on Nov. 6, 2018.
Application 15/620,607 is a continuation of application No. 14/287,408, filed on May 27, 2014, granted, now 9,715,835, issued on Jul. 25, 2017.
Claims priority of provisional application 62/470,672, filed on Mar. 13, 2017.
Claims priority of provisional application 61/827,466, filed on May 24, 2013.
Int. Cl. G06F 3/0482 (2013.01); G16H 50/30 (2018.01); H04L 51/046 (2022.01); A61B 5/00 (2006.01)
CPC H04L 51/046 (2013.01) [A61B 5/0022 (2013.01); G06F 3/0482 (2013.01); G16H 50/30 (2018.01)] 20 Claims
OG exemplary drawing
 
1. A computer-implemented method, comprising:
generating a first set of decision support elements using a predictive model with input comprising (i) information about a present condition of a dependent user and (ii) information associated with an authorized user profile belonging to an authorized user, the first set of decision support elements comprising sets of tasks for consideration by the authorized user as part of responding to the present condition of the dependent user;
generating a first set of experience elements based on the authorized user profile, the first set of experience elements representing authorized user experience with respect to the present condition of the dependent user;
generating a first view of a graphical user interface within a practice management system, the first view comprising a first subset of the first set of decision support elements within a first area of a graphical user interface and a second subset of the first set of experience elements in a second area;
providing the first view of the graphical user interface for presentation at a user device associated with the authorized user;
accessing, from a data store, interaction data identifying interactions of the authorized user with at least one of the first subset or the second subset of the first set of decision support elements, the interaction data collected by a transformative processing engine while the authorized user uses the user device to interact with the first view of the graphical user interface;
retraining the predictive model based on the interaction data to define an updated predictive model, wherein retraining the predictive model comprises one or more of:
updating the predictive model using the interactions of the authorized user;
updating the predictive model using an outcome of the dependent user relating to the present condition; or
updating the predictive model based on an increase or a decrease in a frequency at which the authorized user is presented with the present condition;
generating a second set of decision support elements using the updated predictive model with input comprising (i) information about a different present condition of a different dependent user and (ii) information associated with the authorized user profile;
generating a second view of the graphical user interface within the practice management system, the second view comprising a portion of the second set of decision support elements within the first area; and
providing the second view of the graphical user interface for presentation at the user device associated with the authorized user.