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    請使用永久網址來引用或連結此文件: https://ir.lib.ncu.edu.tw/handle/987654321/106036


    題名: A hybrid system for temporal relation extraction from discharge summaries
    作者: 蔡宗翰;Yang, Yueh-Lin;Lai, Po-Ting;Tsai, Richard Tzong-Han
    貢獻者: 資訊電機學院資訊工程學系
    關鍵詞: Artificial intelligence;conditional random fields;discharge summaries;Information retrieval;Pattern recognition;temporal relation extraction
    日期: 2014-01-01
    上傳時間: 2026-04-23 13:04:45 (UTC+8)
    出版者: Springer Verlag;Switzerland: Springer International Publishing AG
    摘要: 摘要: Automatically detecting temporal relations among dates/times and events mentioned in patient records has much potential to help medical staff in understanding disease progression and patients response to treatments. It can also facilitate evidence-based medicine (EBM) research. In this paper, we propose a hybrid temporal relation extraction approach which combines patient-record-specific rules and the Conditional Random Fields (CRFs) model to process patient records. We evaluate our approach on i2b2 dataset, and the results show our approach achieves an F-score of 61%.
    出版者: Switzerland: Springer International Publishing AG
    出版日期: 2014
    出處: Technologies and Applications of Artificial Intelligence, 2014, Vol.8916, p.379-386
    資源來源: Springer Books
    版權: Springer International Publishing Switzerland 2014
    識別號: ISSN: 0302-9743
    識別號: ISBN: 331913986X
    識別號: ISBN: 9783319139869
    識別號: EISSN: 1611-3349
    識別號: EISBN: 3319139878
    識別號: EISBN: 9783319139876
    識別號: DOI: 10.1007/978-3-319-13987-6_35
    識別號: OCLC: 906028264
    識別號: LCCallNum: Q334-342TJ210.2-211.
    顯示於類別:[資訊工程學系] 期刊論文

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