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危机期间公平分配资源:死亡率预测模型中的种族差异

Equitably Allocating Resources during Crises: Racial Differences in Mortality Prediction Models.

作者信息

Ashana Deepshikha Charan, Anesi George L, Liu Vincent X, Escobar Gabriel J, Chesley Christopher, Eneanya Nwamaka D, Weissman Gary E, Miller William Dwight, Harhay Michael O, Halpern Scott D

机构信息

Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Medicine, Duke University, Durham, North Carolina.

Palliative and Advanced Illness Research Center.

出版信息

Am J Respir Crit Care Med. 2021 Jul 15;204(2):178-186. doi: 10.1164/rccm.202012-4383OC.

Abstract

Crisis standards of care (CSCs) guide critical care resource allocation during crises. Most recommend ranking patients on the basis of their expected in-hospital mortality using the Sequential Organ Failure Assessment (SOFA) score, but it is unknown how SOFA or other acuity scores perform among patients of different races. To test the prognostic accuracy of the SOFA score and version 2 of the Laboratory-based Acute Physiology Score (LAPS2) among Black and white patients. We included Black and white patients admitted for sepsis or acute respiratory failure at 27 hospitals. We calculated the discrimination and calibration for in-hospital mortality of SOFA, LAPS2, and modified versions of each, including categorical SOFA groups recommended in a popular CSC and a SOFA score without creatinine to reduce the influence of race. Of 113,158 patients, 27,644 (24.4%) identified as Black. The LAPS2 demonstrated higher discrimination (area under the receiver operating characteristic curve [AUC], 0.76; 95% confidence interval [CI], 0.76-0.77) than the SOFA score (AUC, 0.68; 95% CI, 0.68-0.69). The LAPS2 was also better calibrated than the SOFA score, but both underestimated in-hospital mortality for white patients and overestimated in-hospital mortality for Black patients. Thus, in a simulation using observed mortality, 81.6% of Black patients were included in lower-priority CSC categories, and 9.4% of all Black patients were erroneously excluded from receiving the highest prioritization. The SOFA score without creatinine reduced racial miscalibration. Using SOFA in CSCs may lead to racial disparities in resource allocation. More equitable mortality prediction scores are needed.

摘要

危机护理标准(CSCs)在危机期间指导重症护理资源的分配。大多数建议使用序贯器官衰竭评估(SOFA)评分根据患者的预期院内死亡率对患者进行排名,但尚不清楚SOFA或其他急性病严重程度评分在不同种族患者中的表现如何。为了测试SOFA评分和基于实验室的急性生理学评分第2版(LAPS2)在黑人和白人患者中的预后准确性。我们纳入了27家医院因败血症或急性呼吸衰竭入院的黑人和白人患者。我们计算了SOFA、LAPS2及其修改版本(包括一种流行的CSC中推荐的分类SOFA组和一个不包括肌酐的SOFA评分以减少种族影响)对院内死亡率的辨别力和校准度。在113,158名患者中,27,644名(24.4%)被认定为黑人。LAPS2表现出比SOFA评分更高的辨别力(受试者操作特征曲线下面积[AUC]为0.76;95%置信区间[CI]为0.76 - 0.77)(AUC为0.68;95%CI为0.68 - 0.69)。LAPS2的校准度也比SOFA评分更好,但两者都低估了白人患者的院内死亡率,高估了黑人患者的院内死亡率。因此,在使用观察到的死亡率进行的模拟中,81.6%的黑人患者被纳入优先级较低的CSC类别,所有黑人患者中有9.4%被错误地排除在获得最高优先级之外。不包括肌酐的SOFA评分减少了种族校准错误。在CSCs中使用SOFA可能导致资源分配中的种族差异。需要更公平的死亡率预测评分。

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