TEXT PROCESSING METHOD AND APPARATUS

    公开(公告)号:US20220270721A1

    公开(公告)日:2022-08-25

    申请号:US17450339

    申请日:2021-10-08

    Abstract: A medical information processing apparatus is for processing medical text data using a medical text processing model. The apparatus comprising processing circuitry configured to: receive a portion of medical text data; determine a template corresponding to the portion of medical text data, a classification label associated with the template, and a first medical term included in the portion of medical text data; specify a second medical term which is different from the first medical term, wherein the second medical term is related to the first medical term; and generate synthetic text data based on the second term by inserting the second medical term into the template.

    DATA PROCESSING APPARATUS AND METHOD

    公开(公告)号:US20210225508A1

    公开(公告)日:2021-07-22

    申请号:US16749395

    申请日:2020-01-22

    Abstract: A medical system comprises processing circuitry configured to: receive a first trained model, wherein the trained model has been trained using a first data set acquired in a first cohort; receive a second data set acquired in a second cohort; input data included in the second data set and data representative of the first trained model into a second trained model; and receive from the second trained model an affinity-relating value which represents an affinity between the data included in the second data set and the first trained model.

    TEXT PROCESSING APPARATUS AND METHOD

    公开(公告)号:US20220067074A1

    公开(公告)日:2022-03-03

    申请号:US17011363

    申请日:2020-09-03

    Abstract: An apparatus for medical text processing comprises processing circuitry configured to: obtain a trained model, wherein the trained model is trained to classify medical text documents with a medical classification code; apply the trained model to at least one medical text document to obtain weightings for text terms included in the at least one medical text document, wherein the weightings are associated with the medical classification code; and use the weightings to perform a searching or indexing process.

    DATA PROCESSING APPARATUS AND METHOD

    公开(公告)号:US20250104878A1

    公开(公告)日:2025-03-27

    申请号:US18891490

    申请日:2024-09-20

    Abstract: A data processing apparatus for obtaining an output corresponding to a medical text input, the apparatus comprises processing circuitry configured to: provide a medical text input, or data derived from the medical text input, to a trained model; provide instructions to the trained model to repeatedly assess layers of a hierarchical ontology that comprises a plurality of nodes at each of a plurality of layers, thereby to determine path(s) through the layers via node(s) in successive layers that are connected according to the hierarchical ontology and that match the medical text input; select at least one node from the node(s) at the end or other point(s) of the determined path(s), or select no nodes if there are no suitable matches of the medical text input to nodes; and output text, or other data, associated with the selected at least one node.

    TEXT PROCESSING METHOD AND APPARATUS

    公开(公告)号:US20230070715A1

    公开(公告)日:2023-03-09

    申请号:US17447229

    申请日:2021-09-09

    Abstract: A medical information processing apparatus comprises: a memory which stores a plurality of semantic ranking values for a plurality of medical terms, wherein each of the semantic ranking values relates to a degree of semantic similarity between a respective pair of the medical terms; and processing circuitry configured to train a model based on the semantic ranking values, wherein the model comprises a respective vector representation for each of the medical terms.

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