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公开(公告)号：US11645093B2
公开(公告)日：2023-05-09
申请号：US17307502
申请日：2021-05-04
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
IPC: G06F7/02 , G06F16/00 , G06F9/451 , G16H40/67 , G06F17/11 , G06Q10/0834 , G16H70/40 , G06N20/00 , G06F16/25 , G06F16/2457
CPC classification number: G06F9/451 , G06F17/11 , G06Q10/0834 , G16H40/67 , G16H70/40 , G06F16/24575 , G06F16/252 , G06N20/00
Abstract: A computer system for transforming a user interface according to data store mining includes a data store configured to store a parameter related to a user and index event data of a set of events. A data processing circuit is configured to identify a first set of identifiers and train a machine learning model based on event data by the data store. An interface circuit is configured to receive an indication of a selected identifier of the plurality of identifiers, determine a first intake metric of the selected identifier using the machine learning model, and a second intake metric of the selected identifier and the parameter using the machine learning model. The interface circuit is configured to transform the user interface according to the first intake metric and the second intake metric.
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公开(公告)号：US20210096888A1
公开(公告)日：2021-04-01
申请号：US17121943
申请日：2020-12-15
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A computer system for dynamic adaptation of a user interface according to data store mining includes a data store configured to index event data of a plurality of events. A data analyst device is configured to render the user interface to a data analyst and transmit a message that identifies a selected identifier of the plurality of identifiers. A data processing circuit is configured to train a machine learning model based on event data stored by the data store for a first set of identifiers from within a predetermined epoch. An interface circuit determines an interface metric for the selected identifier based on the determined output of the selected identifier and transmits the interface metric to the data analyst device. The data analyst device is configured to, in response to the interface metric from the interface circuit, selectively perform a modification or removal of a second user interface element.
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公开(公告)号：US12243645B2
公开(公告)日：2025-03-04
申请号：US18543804
申请日：2023-12-18
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Pritesh J. Shah , Christopher R. Markson , Logan R. Meltabarger
Abstract: A computer-implemented method includes defining model attributes including a training iteration value that defines a set of training iterations to be used in machine learning to associate portions of feedback data with a set of topic groups based on similarities in concepts conveyed in the feedback data. The method includes removing at least some of the confidential information from the feedback data. The method includes receiving a topic model number selection that indicates a subset of the set of topic groups. The method includes using machine learning to train a machine model based on the model attributes and the topic model number selection. The method includes generating a display showing at least one of a topic cluster graph or a word cloud based on the machine model.
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公开(公告)号：US11379979B2
公开(公告)日：2022-07-05
申请号：US16998358
申请日：2020-08-20
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A computer system includes an input configured to receive a first image of medication located in a receptacle, memory, and a processor configured to execute instructions including creating a second image based on the first image, dividing pixels of the second image into first and second subsets, and scanning the second image along a first axis to count, for each point along the first axis, a number of pixels in the first subset along a line perpendicular to the first axis that intersects the first axis at the point. The instructions also include estimating positions of first and second edges of the receptacle along the first axis based on the counts of the pixels, defining an opening of the receptacle based on the estimated positions of the first and second edges, and outputting a processed image that indicates areas of the image that are outside of the defined opening.
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公开(公告)号：US10896048B1
公开(公告)日：2021-01-19
申请号：US16117140
申请日：2018-08-30
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A computer system for dynamic adaptation of a user interface according to data store mining includes a data store configured to index event data of a plurality of events. A data analyst device is configured to render the user interface to a data analyst and transmit a message that identifies a selected identifier of the plurality of identifiers. A data processing circuit is configured to train a machine learning model based on event data stored by the data store for a first set of identifiers from within a predetermined epoch. An interface circuit determines an interface metric for the selected identifier based on the determined output of the selected identifier and transmits the interface metric to the data analyst device. The data analyst device is configured to, in response to the interface metric from the interface circuit, selectively perform a modification or removal of a second user interface element.
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Patent Agency Ranking
公开(公告)号：US10776916B2
公开(公告)日：2020-09-15
申请号：US16190548
申请日：2018-11-14
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A method includes capturing a first image of medication held by a receptacle. The method includes creating a second image based on the first image. The method includes determining a first subset of pixels of the second image that are more likely to correspond to the receptacle. The method includes processing the second image along a first axis by, for each point: defining a line perpendicularly intersecting the first axis at the point and counting how many of the pixels located along the line are in the first subset. The method includes determining first and second local maxima of the counts. The method includes estimating positions of first and second edges of the receptacle based on positions of the local maxima. The method includes defining an ellipse based on the first and second edges and excluding areas of the first image outside the defined ellipse from further processing.
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公开(公告)号：US11977903B2
公开(公告)日：2024-05-07
申请号：US17994901
申请日：2022-11-28
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A method includes receiving a first set of identifiers selected based on commonality among descriptive data corresponding to the identifiers of the first set. Each identifier corresponds to a user who has been supplied a physical object. The method includes identifying event data for the first set within a specified epoch. The method includes training a machine learning model for the first set using the identified event data. The machine learning model is trained using parallel processing of records from a storage structure storing the event data. The parallel processing includes assigning analysis of the event data of each of a subset of the first set to respective processor threads for parallel execution on processing hardware. The trained machine learning model is configured to receive a selected identifier and generate an output representing an amount of resources expected to be used by the selected identifier for a subsequent epoch.
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公开(公告)号：US20230090355A1
公开(公告)日：2023-03-23
申请号：US17994901
申请日：2022-11-28
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Pritesh J. Shah , Christopher G. Lehmuth
Abstract: A method includes receiving a first set of identifiers selected based on commonality among descriptive data corresponding to the identifiers of the first set. Each identifier corresponds to a user who has been supplied a physical object. The method includes identifying event data for the first set within a specified epoch. The method includes training a machine learning model for the first set using the identified event data. The machine learning model is trained using parallel processing of records from a storage structure storing the event data. The parallel processing includes assigning analysis of the event data of each of a subset of the first set to respective processor threads for parallel execution on processing hardware. The trained machine learning model is configured to receive a selected identifier and generate an output representing an amount of resources expected to be used by the selected identifier for a subsequent epoch.
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公开(公告)号：US11366834B2
公开(公告)日：2022-06-21
申请号：US16923633
申请日：2020-07-08
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Adithya Chowdary Boppana , Rahul Rajendran , Pritesh J. Shah , Christopher G. Lehmuth
IPC: G06F16/00 , G06F16/28 , G06F16/958
Abstract: A system includes a processor and memory. The memory stores a model database including models and a classification database including classification scores corresponding to an input. The memory stores instructions for execution by the processor. The instructions include, in response to receiving a first input from a user device of a user, determining, for the first input, classification scores for classifications by applying the models to the first input. Each model determines one of the classification scores. The instructions include storing the classification scores as associated with the first input in the classification database and identifying the first input as within a first classification in response to a first classification score corresponding to the first classification exceeding a first threshold. The instructions include transmitting, for display on an analyst device, the first input based on the first classification to a first analyst queue associated with the first classification.
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公开(公告)号：US20220012267A1
公开(公告)日：2022-01-13
申请号：US16923633
申请日：2020-07-08
Applicant: Express Scripts Strategic Development, Inc.
Inventor： Christopher R. Markson , Adithya Chowdary Boppana , Rahul Rajendran , Pritesh J. Shah , Christopher G. Lehmuth
IPC: G06F16/28 , G06F16/958
Abstract: A system includes a processor and memory. The memory stores a model database including models and a classification database including classification scores corresponding to an input. The memory stores instructions for execution by the processor. The instructions include, in response to receiving a first input from a user device of a user, determining, for the first input, classification scores for classifications by applying the models to the first input. Each model determines one of the classification scores. The instructions include storing the classification scores as associated with the first input in the classification database and identifying the first input as within a first classification in response to a first classification score corresponding to the first classification exceeding a first threshold. The instructions include transmitting, for display on an analyst device, the first input based on the first classification to a first analyst queue associated with the first classification.
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