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基于规则的自然语言解析器在解剖病理学临界值报告中的应用。

Application of a rules-based natural language parser to critical value reporting in anatomic pathology.

机构信息

Department of Pathology, The University of Michigan Health System, Ann Arbor, MI 48109, USA.

出版信息

Am J Surg Pathol. 2012 Mar;36(3):376-80. doi: 10.1097/PAS.0b013e318245c9a4.

DOI:10.1097/PAS.0b013e318245c9a4
PMID:22343338
Abstract

Critical values in anatomic pathology are rare occurrences and difficult to define with precision. Nevertheless, accrediting institutions require effective and timely communication of all critical values generated by clinical and anatomic laboratories. Provisional gating criteria for potentially critical anatomic diagnoses have been proposed, with some success in their implementation reported in the literature. Ensuring effective communication is challenging, however, making the case for programmatic implementation of a turnkey-style integrated information technology solution. To address this need, we developed a generically deployable laboratory information system-based tool, using a tiered natural language processing predicate calculus inference engine to identify qualifying cases that meet criteria for critical diagnoses but lack an indication in the electronic medical record for an appropriate clinical discussion with the ordering physician of record. Using this tool, we identified an initial cohort of 13,790 cases over a 49-month period, which were further explored by reviewing the available electronic medical record for each patient. Of these cases, 35 (0.3%) were judged to require intervention in the form of direct communication between the attending pathologist and the clinical physician of record. In 8 of the 35 cases, this intervention resulted in the conveyance of new information to the requesting physician and/or a change in the patient's clinical plan. The very low percentage of such cases (0.058%) illustrates their rarity in daily practice, making it unlikely that manual identification/notification approaches alone can reliably manage them. The automated turnkey system was useful in avoiding missed handoffs of significant, clinically actionable diagnoses.

摘要

在解剖病理学中,临界值是罕见的事件,难以精确定义。然而,认证机构要求临床和解剖实验室生成的所有临界值都能得到有效和及时的沟通。已经提出了潜在临界解剖诊断的临时门控标准,并且在文献中报告了一些成功实施的案例。然而,确保有效的沟通具有挑战性,因此需要实施一种交钥匙式的集成信息技术解决方案。为了满足这一需求,我们开发了一种基于实验室信息系统的通用可部署工具,使用分层自然语言处理谓词演算推理引擎来识别符合临界诊断标准但电子病历中没有适当临床讨论记录的合格病例。使用该工具,我们在 49 个月的时间内确定了最初的 13790 例病例队列,然后通过查看每位患者的可用电子病历进一步探讨了这些病例。在这些病例中,有 35 例(0.3%)被认为需要进行干预,即由主治病理学家与记录在案的临床医生直接沟通。在 35 例病例中的 8 例中,这种干预导致向请求医生传达了新信息,并/或改变了患者的临床计划。此类病例的比例非常低(0.058%),说明它们在日常实践中非常罕见,仅凭手动识别/通知方法不太可能可靠地处理这些病例。这种自动化交钥匙系统有助于避免重要的、具有临床可操作性的诊断被忽视。

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