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不同预后模型及其定制对重症监护病房机构间比较的影响。

The impact of different prognostic models and their customization on institutional comparison of intensive care units.

作者信息

Bakhshi-Raiez Ferishta, Peek Niels, Bosman Robert J, de Jonge Evert, de Keizer Nicolette F

机构信息

Department of Medical Informatics, Academic Medical Centre, Universiteit van Amsterdam, The Netherlands.

出版信息

Crit Care Med. 2007 Nov;35(11):2553-60. doi: 10.1097/01.CCM.0000288123.29559.5A.

Abstract

OBJECTIVES

To evaluate the influence of choice of a prognostic model and the effect of customization of these models on league tables (i.e., rank-order listing) in which intensive care units (ICUs) are ranked by standardized mortality ratios using Acute Physiology and Chronic Health Evaluation (APACHE) II, Simplified Acute Physiology Score (SAPS) II, and Mortality Probability Model II (MPM24II).

DESIGN

Retrospective analysis of prospectively collected data on ICU admissions.

SETTING

Forty Dutch ICUs.

PATIENTS

A data set from a national registry of 86,427 patients from January 2002 to October 2006.

INTERVENTIONS

The league tables associated with the different models were compared to evaluate their agreement. Bootstrapping was used to quantify the uncertainty in the ranks for ICUs. First, for each ICU the median rank and its 95% confidence interval were identified for each model. Then, for a given pair of models, for each ICU the median difference in rank and its associated 95% confidence interval were computed. A difference in rank for an ICU for a given pair of models was considered relevant if it was statistically significant and if one of the models would categorize this ICU as a performance outlier (excellent performer or very poor performer) while the other did not.

MEASUREMENTS AND MAIN RESULTS

For 20 ICUs, there was a significant difference in rank (2-19 positions) between one or more pairs of models. Three ICUs were rated as performance outliers by one of the models, while the other excluded this possibility with 95% certainty. Furthermore, for ten ICUs, one or more pairs of models classified these ICUs as performance outliers while the other model did not do so with certainty. Regarding the agreement between the original models and their customized versions, in all cases the median change in rank was three positions or less and the models fully agreed with respect to which ICUs should be classified as performance outliers.

CONCLUSIONS

Institutional comparison based on case-mix adjusted league tables is sensitive to the choice of prognostic model but not to customization of these models. League tables should always display the uncertainty associated with institutional ranks.

摘要

目的

评估预后模型的选择以及这些模型的定制对排行榜(即排名列表)的影响,在这些排行榜中,重症监护病房(ICU)使用急性生理与慢性健康状况评估系统(APACHE)II、简化急性生理学评分(SAPS)II和死亡概率模型II(MPM24II),根据标准化死亡率进行排名。

设计

对前瞻性收集的ICU入院数据进行回顾性分析。

设置

40家荷兰ICU。

患者

来自国家登记处的数据集,涵盖2002年1月至2006年10月的86427名患者。

干预措施

比较与不同模型相关的排行榜以评估其一致性。采用自抽样法量化ICU排名的不确定性。首先,为每个ICU确定每个模型的中位排名及其95%置信区间。然后,对于给定的一对模型,为每个ICU计算排名的中位差异及其相关的95%置信区间。如果给定的一对模型中某个ICU的排名差异具有统计学意义,并且其中一个模型将该ICU归类为绩效异常值(表现出色或非常差)而另一个模型未这样做,则认为该差异是相关的。

测量指标和主要结果

对于20个ICU,一对或多对模型之间的排名存在显著差异(2 - 19个名次)。三个ICU被其中一个模型评为绩效异常值,而另一个模型以95%的确定性排除了这种可能性。此外,对于10个ICU,一对或多对模型将这些ICU归类为绩效异常值,而另一个模型则未确定地这样做。关于原始模型与其定制版本之间的一致性,在所有情况下,排名的中位变化为三个名次或更少,并且对于哪些ICU应被归类为绩效异常值,模型完全一致。

结论

基于病例组合调整的排行榜进行机构比较对预后模型的选择敏感,但对这些模型的定制不敏感。排行榜应始终显示与机构排名相关的不确定性。

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