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Negation detection in Swedish clinical text: An adaption of NegEx to Swedish

机译:瑞典语临床文本中的否定检测:NegEx对瑞典语的改编

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Background Most methods for negation detection in clinical text have been developed for English text, and there is a need for evaluating the feasibility of adapting these methods to other languages. A Swedish adaption of the English rule-based negation detection system NegEx, which detects negations through the use of trigger phrases, was therefore evaluated. Results The Swedish adaption of NegEx showed a precision of 75.2% and a recall of 81.9%, when evaluated on 558 manually classified sentences containing negation triggers, and a negative predictive value of 96.5% when evaluated on 342 sentences not containing negation triggers. Conclusions The precision was significantly lower for the Swedish adaptation than published results for the English version, but since many negated propositions were identified through a limited set of trigger phrases, it could nevertheless be concluded that the same trigger phrase approach is possible in a Swedish context, even though it needs to be further developed. Availability The triggers used for the evaluation of the Swedish adaption of NegEx are available at http://people.dsv.su.se/~mariask/resources/triggers.txt and can be used together with the original NegEx program for negation detection in Swedish clinical text.
机译:背景技术大多数临床文本中的否定检测方法都是针对英语文本开发的,因此需要评估将这些方法改编为其他语言的可行性。因此,评估了瑞典对英语基于规则的否定检测系统NegEx的改编,该系统通过使用触发短语来检测否定。结果瑞典语的NegEx改编对558个包含否定触发器的人工分类句子进行评估时,精度为75.2%,召回率为81.9%;对342个不包含否定触发器的句子进行评估时,阴性预测值为96.5%。结论瑞典语改编的精度明显低于英文版本的公布结果,但是由于通过一组有限的触发词识别出许多否定的命题,因此可以得出结论,在瑞典语环境中,相同的触发词方法是可能的,即使它需要进一步开发。可用性可在http://people.dsv.su.se/~mariask/resources/triggers.txt上获取用于评估NegEx瑞典语适应性的触发器,并且可以将其与原始NegEx程序一起用于检测NegEx。瑞典临床文本。

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