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RA 在英国全科医疗记录中的诊断编码是否存在延迟?一项观察性的自由文本研究。

What evidence is there for a delay in diagnostic coding of RA in UK general practice records? An observational study of free text.

机构信息

Division of Primary Care and Public Health, Brighton and Sussex Medical School, Falmer, Brighton, UK.

Department of Informatics, University of Sussex, Falmer, Brighton, UK.

出版信息

BMJ Open. 2016 Jun 28;6(6):e010393. doi: 10.1136/bmjopen-2015-010393.

Abstract

OBJECTIVES

Much research with electronic health records (EHRs) uses coded or structured data only; important information captured in the free text remains unused. One dimension of EHR data quality assessment is 'currency' or timeliness, that is, data are representative of the patient state at the time of measurement. We explored the use of free text in UK general practice patient records to evaluate delays in recording of rheumatoid arthritis (RA) diagnosis. We also aimed to locate and quantify disease and diagnostic information recorded only in text.

SETTING

UK general practice patient records from the Clinical Practice Research Datalink.

PARTICIPANTS

294 individuals with incident diagnosis of RA between 2005 and 2008; 204 women and 85 men, median age 63 years.

PRIMARY AND SECONDARY OUTCOME MEASURES

Assessment of (1) quantity and timing of text entries for disease-modifying antirheumatic drugs (DMARDs) as a proxy for the RA disease code, and (2) quantity, location and timing of free text information relating to RA onset and diagnosis.

RESULTS

Inflammatory markers, pain and DMARDs were the most common categories of disease information in text prior to RA diagnostic code; 10-37% of patients had such information only in text. Read codes associated with RA-related text included correspondence, general consultation and arthritis codes. 64 patients (22%) had DMARD text entries >14 days prior to RA code; these patients had more and earlier referrals to rheumatology, tests, swelling, pain and DMARD prescriptions, suggestive of an earlier implicit diagnosis than was recorded by the diagnostic code.

CONCLUSIONS

RA-related symptoms, tests, referrals and prescriptions were recorded in free text with 22% of patients showing strong evidence of delay in coding of diagnosis. Researchers using EHRs may need to mitigate for delayed codes by incorporating text into their case-ascertainment strategies. Natural language processing techniques have the capability to do this at scale.

摘要

目的

许多电子健康记录 (EHR) 的研究仅使用编码或结构化数据;在自由文本中捕获的重要信息未被使用。EHR 数据质量评估的一个维度是“时效性”,即数据代表测量时患者的状态。我们探讨了在英国普通实践患者记录中使用自由文本来评估类风湿关节炎 (RA) 诊断记录延迟的情况。我们还旨在定位和量化仅在文本中记录的疾病和诊断信息。

设置

来自临床实践研究数据链接的英国普通实践患者记录。

参与者

2005 年至 2008 年间确诊为 RA 的 294 名个体;204 名女性和 85 名男性,中位年龄 63 岁。

主要和次要结果评估

(1)疾病修饰抗风湿药物 (DMARDs) 的文本条目数量和时间,作为 RA 疾病代码的代理,以及(2)与 RA 发病和诊断相关的自由文本信息的数量、位置和时间。

结果

在 RA 诊断代码之前,炎症标志物、疼痛和 DMARDs 是文本中最常见的疾病信息类别;10-37%的患者仅在文本中具有此类信息。与 RA 相关的文本相关的 Read 代码包括通信、一般咨询和关节炎代码。64 名患者(22%)在 RA 代码之前 14 天以上有 DMARD 文本条目;这些患者更早地接受了风湿病、检查、肿胀、疼痛和 DMARD 处方,这表明比诊断代码记录的更早的隐性诊断。

结论

RA 相关的症状、检查、转诊和处方都记录在自由文本中,有 22%的患者显示出诊断编码明显延迟的强烈证据。使用 EHR 的研究人员可能需要通过将文本纳入其病例确定策略来缓解编码延迟。自然语言处理技术具有在大规模上实现这一目标的能力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/811a/4932264/23bb4620f5bc/bmjopen2015010393f01.jpg

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