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公开(公告)号:US20240112804A1
公开(公告)日:2024-04-04
申请号:US18375914
申请日:2023-10-02
申请人: Google LLC
发明人: Itay Laish , Uri N. Lerner , Aviel Atias , Natan Potikha , Ayelet Benjamini
IPC分类号: G16H50/20 , G06F40/166 , G06F40/295 , G16H10/60 , G16H15/00
CPC分类号: G16H50/20 , G06F40/166 , G06F40/295 , G16H10/60 , G16H15/00
摘要: A computer-implemented method for matching unstructured text to ontology entities in a clinical ontology is described. The method includes receiving one or more clinical notes associated with a patient; for each of the one or more clinical notes: extracting, using a neural network, one or more text spans from unstructured text in each clinical note, each of the one or more text spans identifying a respective input phrase in the unstructured text; for each of the one or more text spans, matching, using a text matcher, the text span with a respective output ontology entity from an ontology, the respective output ontology entity relating to a clinical condition of the patient; and outputting data defining the one or more text spans and the respective output ontology entity for each of the one or more text spans.
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公开(公告)号:US20240111999A1
公开(公告)日:2024-04-04
申请号:US18375960
申请日:2023-10-02
申请人: Google LLC
发明人: Itay Laish , Amir Reuven Feder , Fan Zhang , Ayelet Benjamini
IPC分类号: G06N3/0455 , G06N3/048
CPC分类号: G06N3/0455 , G06N3/048
摘要: A multi-task neural network system is described. The system includes a shared neural network configured to receive as input a text span from a clinical note, and for each of one or more text segments in the text span, processing the text segment to generate a set of text segment embeddings. The system further includes a segmentation neural network configured to, for each of the one or more text segments, process the respective set of text segment embeddings to determine whether the text segment is a section title or not. The system further includes a section type classification neural network configured to, for each of the one or more text segments, process the respective set of text segment embeddings to classify the text segment into a section type of a plurality of section types.
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3.
公开(公告)号:US20240363207A1
公开(公告)日:2024-10-31
申请号:US18307481
申请日:2023-04-26
申请人: Google LLC
发明人: Itay Laish , Natan Potikha , Rachana Fellinger , Thidanun Saensuksopa , Eran Ofek , Ayelet Benjamini
IPC分类号: G16H10/60 , G06F16/215 , G06F16/23
CPC分类号: G16H10/60 , G06F16/215 , G06F16/2365
摘要: Systems and methods for detecting duplications in electronic record systems are provided. A computing system can include one or more processors and a non-transitory computer-readable memory that stores instructions that, when executed by the one or more processors, cause the computing system to perform operations including accessing one or more scanned documents; converting each document of the one or more scanned documents into one or more text streams; determining one or more characteristics of each document of the one or more scanned documents; responsive to determining the one or more characteristics, generating respective embeddings associated with each document of the one or more scanned documents; and determining a respective similarity score for each document of the one or more scanned documents based, at least in part, on a similarity metric.
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