# LSTM-CRF-medical
构建医疗实体识别的模型,包含词典和语料标注,基于python构建
数据集合标注
数据集合标注可以基于词典,通过最大匹配获得实体位置,然后标注实体类型。
词典构造
目前构造的词典包括疾病词典、症状词典和身体部位词典。疾病词典包括互联网爬取的疾病名称、疾病别名、ICD10疾病名称,去重后共39615条数据;症状为互联网爬取的症状描述,去重后共7457条数据;身体部位为互联网爬取的身体部位描述,去重后共1929条数据。示例如下:
疾病名称:1型糖尿病性急性牙周脓肿,妊娠合并系统性红斑狼疮,结石性胆囊炎,药物性股骨坏死,晚期梅毒性脉络膜炎,腹型过敏性紫癜
症状:胀痛,耳后长包,睡觉流口水,鼻塞,粉红色泡沫样痰,孕妇气喘,痔疮便血,头昏眼花
身体部位:鼻唇沟,鼻处,鼻子,鼻子尖,鼻孔,鼻尖,鼻窦软骨,鼻翼,鼻黏膜
实体检索
选取了ICD10中的5000条疾病描述,根据已有词典进行实体的最大匹配。
以疾病为例,对于输入的疾病描述进行规范化,去掉空格、换行符,去掉无意义的句头和句尾字词等。
对规范化的句子,使用词典中的每个词进行全匹配,记录匹配的词、词的起始index、词的结束index和实体类型。
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温馨提示
这些项目以Python语言为基础,是一系列多样化的系统。无论是学业预警、自主评测,还是电影推荐、二维码识别,或者是数据加密、信息隐藏,这些项目充分利用了Python语言的优势,为用户提供了高效、灵活的解决方案。 Python语言作为一种高级编程语言,具有简洁、可读性强的特点,使得开发者可以更加专注于解决问题的逻辑。同时,Python拥有丰富的开源库和框架,如Django、Flask、OpenCV等,为项目开发提供了强大的支持。 这些项目的开发旨在为用户提供便捷、智能的服务和功能。Python语言具备广泛的应用领域,从机器学习、自然语言处理,到图像处理、数据可视化,Python在各个领域都有良好的应用场景。同时,Python的生态系统也在不断扩展和发展,拥有丰富的第三方库和工具。 通过Python语言的支持,这些项目可以实现多样化的功能需求,如数据分析、图像处理、网络安全等。同时,Python的简洁性和易读性,使得项目的开发、测试和维护更加高效和方便。 总之,这些项目利用Python语言的优势和多样化特性,为各个领域的应用和研究提供了强大的解决方案。无论是学校学业预警、电影推荐,还是数据加密、图像识别,这些项目都能够高效、灵活地满足用户需求,为用户提供优质的体验。
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