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    SYSTEMS AND METHODS FOR USING MACHINE LEARNING TO IMPROVE PROCESSES FOR ACHIEVING READINESS
    31.
    发明申请
    SYSTEMS AND METHODS FOR USING MACHINE LEARNING TO IMPROVE PROCESSES FOR ACHIEVING READINESS 有权

    公开(公告)号：US20220188671A1

    公开(公告)日：2022-06-16

    申请号：US17472232

    申请日：2021-09-10

    申请人： Vignet Incorporated

    发明人： Praduman Jain ,  Dave Klein ,  Josh Schilling

    IPC分类号： G06N5/04 ,  G06N20/00

    摘要： 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.

    SYSTEMS AND METHODS FOR USING MACHINE LEARNING TO IMPROVE PROCESSES FOR ACHIEVING READINESS
    34.
    发明申请
    SYSTEMS AND METHODS FOR USING MACHINE LEARNING TO IMPROVE PROCESSES FOR ACHIEVING READINESS 有权

    公开(公告)号：US20210241139A1

    公开(公告)日：2021-08-05

    申请号：US16781793

    申请日：2020-02-04

    申请人： Vignet Incorporated

    发明人： Praduman Jain ,  Dave Klein ,  Josh Schilling

    IPC分类号： G06N5/04 ,  G06N20/00

    摘要： 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.

    Digital health technology selection for digital clinical trials
    35.
    发明授权
    Digital health technology selection for digital clinical trials 有权

    公开(公告)号：US11061798B1

    公开(公告)日：2021-07-13

    申请号：US17163109

    申请日：2021-01-29

    申请人： Vignet Incorporated

    发明人： Praduman Jain ,  Josh Schilling ,  Dave Klein ,  Mark James Begale

    IPC分类号： G06F11/34 ,  G06N20/00 ,  A61B5/00

    摘要： 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.

    Systems and methods for identifying markers using a reconfigurable system
    37.
    发明授权
    Systems and methods for identifying markers using a reconfigurable system 有权

    公开(公告)号：US10762990B1

    公开(公告)日：2020-09-01

    申请号：US16264769

    申请日：2019-02-01

    申请人： VigNet Incorporated

    发明人： Josh Schilling ,  Praduman Jain

    IPC分类号： G16H40/40 ,  G16H20/10 ,  G16H40/00 ,  G16H15/00 ,  G06Q10/06 ,  G16B40/00

    摘要： Systems and methods for using a reconfigurable multi-manager observer system to identify markers are provided. The system allows for easy collaboration among users of the system and with subjects. Systems and methods may comprise receiving subject data, selecting predictor and outcome variable classes based on the data, generating a predictor score based on the data and a predictor rule, generating an outcome score based on the data and an outcome rule, generating a marker score based on the predictor score and a marker rule, generating a marker metric based on the outcome score, the marker score, and a marker relationship, and, optionally, taking an action based on the predictor score, the outcome score, the marker score, or the marker metric.

    DATA-DRIVEN ADAPTATION OF COMMUNICATIONS IN USER-FACING APPLICATIONS
    39.
    发明申请
    DATA-DRIVEN ADAPTATION OF COMMUNICATIONS IN USER-FACING APPLICATIONS 审中-公开

    公开(公告)号：US20190068753A1

    公开(公告)日：2019-02-28

    申请号：US16120083

    申请日：2018-08-31

    申请人： Vignet Incorporated

    发明人： Praduman Jain ,  Dave Klein ,  Yue Cao ,  Neeta Jain

    IPC分类号： H04L29/08

    摘要： In some implementations, a system adaptively adapts engagement between a user and an application based on prior user interactions and context data associated with the user. A performance category for which performance is tracked for a user of the application is initially identified. Context data indicating a current context of the user is received from a client device associated with the user. One or more responsiveness scores indicating actions of the user with respect to the performance category following the previous communications through the application are determined. A communication is then selected from among communications of multiple types based on the context data for the user and the one or more responsiveness scores for the user. A time to provide the communication to the user is determined based on the context data. The selected communication is provided for output by the client device at the determined time.

    CUSTOMIZED DYNAMIC USER FORMS
    40.
    发明申请
    CUSTOMIZED DYNAMIC USER FORMS 审中-公开

    公开(公告)号：US20180210870A1

    公开(公告)日：2018-07-26

    申请号：US15935276

    申请日：2018-03-26

    申请人： Vignet Incorporated

    发明人： Neeta Jain ,  Yue Cao ,  Dave Klein ,  Praduman Jain

    IPC分类号： G06F17/24 ,  H04L29/08 ,  G06F3/0482 ,  G06F17/22 ,  G06F17/21 ,  G06F17/27

    CPC分类号： G06F17/243 ,  G06F17/211 ,  G06F17/2229 ,  G06F17/2288 ,  G06F17/248 ,  G06F17/2725 ,  G16H10/20 ,  H04L67/06 ,  H04L67/10

    摘要： In some implementations, a system dynamically adjusts an electronic form of an application based on user data and form data specified for the electronic form. Form data that specifies characteristics of the electronic form is initially received by a computing device. The form data specifies one or more rules configured to vary the content of the electronic form that is presented for different users. User data indicating characteristics of a user is then obtained by the computing device. An interactive element is then selected from among a set of multiple interactive elements based on the received user data and the rules in the received form data. A view of the electronic form is customized for the user by including, in the customized view, the interactive element. The view of the customized electronic form is then displayed by the computing device.