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数据质量保证和控制解决方案对伊朗国家脊髓损伤注册中心(NSCIR-IR)数据的完整性、准确性和一致性的影响。

The impact of data quality assurance and control solutions on the completeness, accuracy, and consistency of data in a national spinal cord injury registry of Iran (NSCIR-IR).

机构信息

Sina Trauma and Surgery Research Center, Tehran University of Medical Sciences, Tehran, Iran.

Department of Health Information Management, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran.

出版信息

Spinal Cord Ser Cases. 2021 Jun 10;7(1):51. doi: 10.1038/s41394-020-00358-2.

DOI:10.1038/s41394-020-00358-2
PMID:34112766
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8192950/
Abstract

STUDY DESIGN

Descriptive study.

OBJECTIVE

This study aimed to develop and evaluate a systematic arrangement for improvement and monitoring of data quality of the National Spinal Cord (and Column) Injury Registry of Iran (NSCIR-IR)-a multicenter hospital-based registry.

SETTING

SCI community in Iran.

METHODS

Quality assurance and quality control were the primary objectives in improving overall quality of data that were considered in designing a paper-based and computerized case report. To prevent incorrect data entry, we implemented several validation algorithms, including 70 semantic rules, 18 syntactic rules, seven temporal rules, and 13 rules for acceptable value range. Qualified and trained staff members were also employed to review and identify any defect, inaccuracy, or inconsistency in the data to improve data quality. A set of functions were implemented in the software to cross-validate, and feedback on data was provided by reviewers and registrars.

RESULTS

Socio-demographic data items were 100% complete, except for national ID and education level, which were 97% and 92.3% complete, respectively. Completeness of admission data and emergency medical services data were 100% except for arrival and transfer time (99.4%) and oxygen saturation (48.9%). Evaluation of data received from two centers located in Tehran proved to be 100% accurate following validation by quality reviewers. All data was also found to be 100% consistent.

CONCLUSIONS

This approach to quality assurance and consistency validation proved to be effective. Our solutions resulted in a significant decrease in the number of missing data.

摘要

研究设计

描述性研究。

目的

本研究旨在开发和评估一种系统的安排,以改善和监测伊朗国家脊髓(和柱)损伤登记处(NSCIR-IR)的数据质量,这是一个多中心医院为基础的登记处。

背景

伊朗的 SCI 社区。

方法

质量保证和质量控制是提高数据整体质量的主要目标,这在设计纸质和计算机化病例报告时都得到了考虑。为了防止数据输入错误,我们实施了几个验证算法,包括 70 个语义规则、18 个语法规则、7 个时间规则和 13 个可接受值范围规则。还雇用了合格和经过培训的工作人员来审查和识别数据中的任何缺陷、不准确或不一致之处,以提高数据质量。软件中实现了一组功能来交叉验证,并由审查员和登记员提供数据反馈。

结果

社会人口统计学数据项目的完整性为 100%,除了国家 ID 和教育水平,分别为 97%和 92.3%。入院数据和紧急医疗服务数据的完整性为 100%,除了到达和转移时间(99.4%)和氧饱和度(48.9%)。对来自德黑兰两个中心的数据进行验证后,证明质量审查员的评估为 100%准确。所有数据也被发现是 100%一致的。

结论

这种质量保证和一致性验证方法被证明是有效的。我们的解决方案导致缺失数据的数量显著减少。