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本文引用的文献

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The National Network of State Perinatal Quality Collaboratives: A Growing Movement to Improve Maternal and Infant Health.国家围产期质量合作组织网络:一个不断壮大的改善母婴健康的运动。
J Womens Health (Larchmt). 2018 Mar;27(3):221-226. doi: 10.1089/jwh.2018.6941.
2
Differences in Morbidity and Mortality Rates in Black, White, and Hispanic Very Preterm Infants Among New York City Hospitals.纽约市医院中黑人、白人、西班牙裔极早产儿发病率和死亡率的差异。
JAMA Pediatr. 2018 Mar 1;172(3):269-277. doi: 10.1001/jamapediatrics.2017.4402.
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Optimal classifier for imbalanced data using Matthews Correlation Coefficient metric.使用马修斯相关系数度量的不平衡数据最优分类器。
PLoS One. 2017 Jun 2;12(6):e0177678. doi: 10.1371/journal.pone.0177678. eCollection 2017.
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The REporting of studies Conducted using Observational Routinely-collected health Data (RECORD) statement.使用常规收集的健康数据进行研究的报告(RECORD)声明
PLoS Med. 2015 Oct 6;12(10):e1001885. doi: 10.1371/journal.pmed.1001885. eCollection 2015 Oct.
5
Prognostic models based on administrative data alone inadequately predict the survival outcomes for critically ill patients at 180 days post-hospital discharge.仅基于行政数据的预后模型不能充分预测出院后 180 天危重症患者的生存结果。
J Crit Care. 2012 Aug;27(4):422.e11-21. doi: 10.1016/j.jcrc.2012.03.008. Epub 2012 May 15.
6
The role of regional collaboratives: the California Perinatal Quality Care Collaborative model.区域合作组织的作用:加利福尼亚围产期优质护理合作模式。
Clin Perinatol. 2010 Mar;37(1):71-86. doi: 10.1016/j.clp.2010.01.004.
7
Administrative data sets and health services research on hemoglobinopathies: a review of the literature.血红蛋白病的管理数据集和卫生服务研究:文献回顾。
Am J Prev Med. 2010 Apr;38(4 Suppl):S557-67. doi: 10.1016/j.amepre.2009.12.015.
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Using hospital discharge data for determining neonatal morbidity and mortality: a validation study.利用医院出院数据确定新生儿发病率和死亡率:一项验证研究。
BMC Health Serv Res. 2007 Nov 20;7:188. doi: 10.1186/1472-6963-7-188.
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Engaging clinicians in improving data quality in the NHS.让临床医生参与改善英国国家医疗服务体系(NHS)的数据质量。
New J (Inst Health Rec Inf Manag). 2006 Dec;47(5-6):32-3.
10
Opportunities and challenges for measuring cost, quality, and clinical effectiveness in health care.医疗保健领域中衡量成本、质量和临床效果所面临的机遇与挑战。
Med Care Res Rev. 2004 Sep;61(3 Suppl):124S-43S. doi: 10.1177/1077558704267512.

围产期风险因素及临床和行政数据库的结局编码。

Perinatal Risk Factors and Outcome Coding in Clinical and Administrative Databases.

机构信息

Departments of Pediatric Critical Care Medicine, Pediatrics and

Health Research and Policy, School of Medicine, Stanford University, Palo Alto, California; and.

出版信息

Pediatrics. 2019 Feb;143(2). doi: 10.1542/peds.2018-1487. Epub 2019 Jan 9.

DOI:10.1542/peds.2018-1487
PMID:30626622
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6361352/
Abstract

BACKGROUND AND OBJECTIVES

Administrative databases may allow true population-based studies and quality improvement endeavors, but the accuracy of billing codes for capturing key risk factors and outcomes needs to be assessed. We sought to describe the performance of a statewide administrative database and the clinical database from the California Perinatal Quality Care Collaborative (CPQCC).

METHODS

This population-based retrospective cohort study linked key perinatal risk factors and outcomes from the 133-unit CPQCC database to relevant billing codes from administrative maternal and newborn inpatient discharge records, for 50 631 infants born from 2006 to 2012. Using the CPQCC record as the gold standard, we calculated the positive predictive value, negative predictive value, and Matthews correlation coefficient for each item, then evaluated comparative performance across units.

RESULTS

The Matthews correlation coefficient was highest (>0.7; strong positive correlation) for multiple delivery, Cesarean delivery, very low birth weight, maternal hypertension, maternal diabetes, patent ductus arteriosus, in-hospital death, patent ductus arteriosus and retinopathy of prematurity surgeries, extracorporeal life support, and intraventricular hemorrhage. Maternal chorioamnionitis, fetal distress, retinopathy of prematurity staging, chronic lung disease, and pneumothorax were the least reliably coded. Maternal factors and delivery details were more reliably coded in the maternal inpatient record than the newborn inpatient record.

CONCLUSIONS

Several important perinatal risk factors and outcomes are highly congruent between these administrative and clinical databases. Several subjective risk factors and outcomes are appropriate targets for data improvement initiatives. The ability for timely extraction of administrative inpatient data will be key to their usefulness in quality metrics.

摘要

背景与目的

行政数据库可用于真正的基于人群的研究和质量改进工作,但计费代码捕捉关键风险因素和结局的准确性需要进行评估。我们旨在描述全州范围内行政数据库和加利福尼亚围产期质量协作(CPQCC)临床数据库的性能。

方法

这项基于人群的回顾性队列研究将 CPQCC 数据库中的关键围产期风险因素和结局与行政产妇和新生儿住院记录中的相关计费代码相关联,共纳入了 50631 名 2006 年至 2012 年出生的婴儿。以 CPQCC 记录作为金标准,我们计算了每个项目的阳性预测值、阴性预测值和马修斯相关系数,然后评估了各单位之间的比较性能。

结果

马修斯相关系数最高(>0.7;强正相关)的项目为多胎分娩、剖宫产、极低出生体重、产妇高血压、产妇糖尿病、动脉导管未闭、院内死亡、动脉导管未闭和早产儿视网膜病变手术、体外生命支持和脑室内出血。母体绒毛膜羊膜炎、胎儿窘迫、早产儿视网膜病变分期、慢性肺部疾病和气胸编码最不可靠。产妇因素和分娩细节在产妇住院记录中的编码比新生儿住院记录更可靠。

结论

这些行政和临床数据库中,几个重要的围产期风险因素和结局高度一致。一些主观的风险因素和结局是数据改进计划的合适目标。及时提取行政住院数据的能力将是其在质量指标中的有用性的关键。