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Titlebook: Clinical Text Mining; Secondary Use of Ele Hercules Dalianis Book‘‘‘‘‘‘‘‘ 2018 The Editor(s) (if applicable) and The Author(s) 2018 Data Mi

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发表于 2025-3-21 19:03:09 | 显示全部楼层 |阅读模式
书目名称Clinical Text Mining
副标题Secondary Use of Ele
编辑Hercules Dalianis
视频videohttp://file.papertrans.cn/229/228249/228249.mp4
概述Provides a comprehensive overview of technical and ethical issues arising in clinical text mining.Presents both the general background and structure of patient records, as well as various natural lang
图书封面Titlebook: Clinical Text Mining; Secondary Use of Ele Hercules Dalianis Book‘‘‘‘‘‘‘‘ 2018 The Editor(s) (if applicable) and The Author(s) 2018 Data Mi
描述.This open access book describes the results of natural language processing and machine learning methods applied to clinical text from electronic patient records.. .It is divided into twelve chapters. Chapters 1-4 discuss the history and background of the original paper-based patient records, their purpose, and how they are written and structured. These initial chapters do not require any technical or medical background knowledge. The remaining eight chapters are more technical in nature and describe various medical classifications and terminologies such as ICD diagnosis codes, SNOMED CT, MeSH, UMLS, and ATC. Chapters 5-10 cover basic tools for natural language processing and information retrieval, and how to apply them to clinical text. The difference between rule-based and machine learning-based methods, as well as between supervised and unsupervised machine learning methods, are also explained. Next, ethical concerns regarding the use of sensitive patient records forresearch purposes are discussed, including methods for de-identifying electronic patient records and safely storing patient records. The book’s closing chapters present a number of applications in clinical text minin
出版日期Book‘‘‘‘‘‘‘‘ 2018
关键词Data Mining; Text Mining; Health Informatics; Health Care Information Systems; Medical Terminologies; Nat
版次1
doihttps://doi.org/10.1007/978-3-319-78503-5
isbn_softcover978-3-030-08715-9
isbn_ebook978-3-319-78503-5
copyrightThe Editor(s) (if applicable) and The Author(s) 2018
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Hercules DalianisProvides a comprehensive overview of technical and ethical issues arising in clinical text mining.Presents both the general background and structure of patient records, as well as various natural lang
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Nachwort von Prof. Dr. E. Zwicker,This chapter is about the use of patient records and the requirements the different health professionals, such as physicians and nurses, have on the patient record system.
发表于 2025-3-23 05:45:25 | 显示全部楼层
https://doi.org/10.1007/978-3-658-43226-3This chapter specifically details the linguistic characteristics of patient record text in the form of spelling errors, domain specific abbreviations, negation and assertion expressions, etc. for English, Swedish and other languages.
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