DISENTANGLED FEATURE REPRESENTATION FOR ANALYZING CONTENT AND STYLE OF RADIOLOGY REPORTS

    公开(公告)号:US20240428910A1

    公开(公告)日:2024-12-26

    申请号:US18274054

    申请日:2022-01-28

    Abstract: A method (100) of analyzing a medical report (34) presenting clinical content determined from one or more images (38) includes: extracting a text embedding (54) from the medical report: extracting an image embedding (52) from the one or more images; determining one or more content feature vectors from the text embedding and the image embedding; determining one or more style feature vectors from the text embedding; and at least one of: extracting one or more clinical findings contained in the medical report using the one or more content feature vectors; scoring the style of the medical report using the one or more style feature vectors; and/or converting the medical report to a target style using the one or more content feature vectors and one or more target style feature vectors different from the determined one or more style feature vectors.

    RADIOLOGIST FINGERPRINTING
    4.
    发明申请

    公开(公告)号:US20230118299A1

    公开(公告)日:2023-04-20

    申请号:US17909454

    申请日:2021-03-04

    Abstract: An apparatus (10) for assessing radiologist performance includes at least one electronic processor (20) programmed to: during reading sessions in which a user is logged into a user interface (UI) (27), present (98) medical imaging examinations (31) via the UI, receive examination reports on the presented medical imaging examinations via the UI, and file the examination reports; and perform a tracking method (102, 202) including at least one of: (i) computing (204) concurrence scores (34) quantifying concurrence between clinical findings contained in the examination reports and corresponding computer-generated clinical findings for the presented medical imaging examinations which are generated by a computer aided diagnostic (CAD) process miming as a background process during the reading sessions; and/or (ii) determining (208) reading times (38) for the presented medical imaging examinations wherein the reading time for each presented medical imaging examination is the time interval between a start of the presenting of the medical imaging examination via the user interface and the filing of the corresponding examination report; and generating (104) at least one time-dependent user performance metric (36) for the user based on the computed concurrence scores and/or the determined reading times.

    SYSTEM AND METHOD FOR PRIORITIZATION AND PRESENTATION OF HETEROGENEOUS MEDICAL DATA

    公开(公告)号:US20210279289A1

    公开(公告)日:2021-09-09

    申请号:US17056161

    申请日:2019-05-01

    Abstract: A system and method prioritizes and presents heterogenous medical data. The method includes retrieving medical data of a patient, the medical data including data from multiple data sources. The method includes phenotyping the medical data to generate a reasoning trail and reasoning outcome including one or more codes, the reasoning trail including a basis for which the reasoning outcome is determined. The method includes assigning a relevance score to each of the one or more codes. The method includes ranking the codes based on the relevance score of each of the one or more codes. The method includes displaying the codes in rank order.

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