Machine learning augmented system for medical episode identification and reporting

    公开(公告)号:US12020816B2

    公开(公告)日:2024-06-25

    申请号:US17483895

    申请日:2021-09-24

    申请人: Merative US L.P.

    IPC分类号: G16H50/20 G06F16/28 G16H10/60

    摘要: A medical episode analysis engine is provided. The engine generates a first matrix data structure having an entry for each concept pairing and storing a value representing relatedness weighted according to a temporal weighting function. The engine generates a second matrix data structure by calculating, for each entry in the first matrix, a relatedness measure of the concepts in the concept pairing based on a frequency of occurrence together. The engine generates, for each first concept, a concept embedding, based on the second matrix, that specifies, for each other second concept, a temporally weighted relatedness measure. The engine generates, for each anchor concepts, a corresponding episode definition comprising a plurality of related concepts corresponding to a same episode, based on the concept embedding. The engine processes new input data based on the episode definition data structures to identify instances of corresponding episodes in the new input data.