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Construction of a semi-automated ICD-10 coding help system to optimize medical and economic coding

机译:构建半自动ICD-10编码帮助系统以优化医学和经济编码

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Introduction: In order to measure the medical activity in hospitals, physicians are required to code manually information concerning a patient's stay using ICD-10. This requires trained staff and a lot of time. We propose to help speed up and facilitate the tedious task of coding patient information. Methods: we show two methods. First, we propose an automated ICD-10-based coding help system using an automated MeSH-based indexing system and a mapping between MeSH and ICD-10 extracted from the UMLS metathesaurus. Secondly, we propose the use of drug prescriptions to complete the previous coding with the use of a mapping between a given prescription drug and the relevant ICD-10 codes (in compliance with the drug approval). Results: the results of a preliminary experiment indicate that the precision of the indexing system is 40% and the recall is 30% when we compare to an economic rules-based coding and to a descriptive coding. Discussion: moreover, we show that the use of prescription coding is relevant as the recall reaches 68% when the Vidal tool is used. Conclusion: Then, it is very interesting to complete the coding obtained automatically by the indexing/mapping system by the coding obtained from the prescriptions.
机译:简介:为了衡量医院的医疗活动,要求医生使用ICD-10手动编码有关患者住院的信息。这需要训练有素的人员和大量时间。我们建议帮助加快并简化编码患者信息的繁琐任务。方法:我们展示两种方法。首先,我们提出了一种基于ICD-10-的自动化编码帮助系统,该系统使用基于MeSH的自动化索引系统以及从UMLS词库中提取的MeSH和ICD-10之间的映射。其次,我们建议使用药物处方来完成先前的编码,并使用给定处方药物和相关ICD-10编码之间的映射(符合药物批准书)。结果:初步实验的结果表明,与基于经济规则的编码和描述性编码相比,索引系统的精度为40%,召回率为30%。讨论:此外,我们证明了使用处方编码很重要,因为使用Vidal工具时,召回率达到68%。结论:然后,通过从处方中获得的编码来完成由索引/映射系统自动获得的编码非常有趣。

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