Re-Aiming Equity Evaluation in Clinical Decision Support A Scoping Review of Equity Assessments in Surgical Decision Support Systems

被引:12
作者
Ingraham, Nicholas E. [1 ]
Jones, Emma K. [2 ]
King, Samantha [2 ]
Dries, James [2 ]
Phillips, Michael [3 ]
Loftus, Tyler [4 ]
Evans, Heather L. [5 ]
Melton, Genevieve B. [2 ,6 ]
Tignanelli, Christopher J. [2 ,6 ]
机构
[1] Univ Minnesota, Dept Med, Div Pulm & Crit Care, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Dept Surg, Div Acute Care Surg, Minneapolis, MN USA
[3] Univ N Carolina, Pediat Surg, Chapel Hill, NC 27515 USA
[4] Univ Florida Hlth, Dept Surg, Gainesville, FL USA
[5] Med Univ South Carolina, Dept Surg, Charleston, SC 29425 USA
[6] Univ Minnesota, Inst Hlth Informat, Minneapolis, MN USA
基金
美国国家卫生研究院;
关键词
equity; evidence-based medicine; machine learning; PROCTOR; REAIM; OUTCOMES; INTERVENTION; PERFORMANCE; PREDICTION; ETHNICITY; SURGERY; SCORES; CARE;
D O I
10.1097/SLA.0000000000005661
中图分类号
R61 [外科手术学];
学科分类号
摘要
Objective: We critically evaluated the surgical literature to explore the prevalence and describe how equity assessments occur when using clinical decision support systems. Background: Clinical decision support (CDS) systems are increasingly used to facilitate surgical care delivery. Despite formal recommendations to do so, equity evaluations are not routinely performed on CDS systems and underrepresented populations are at risk of harm and further health disparities. We explored surgical literature to determine frequency and rigor of CDS equity assessments and offer recommendations to improve CDS equity by appending existing frameworks. Methods: We performed a scoping review up to Augus 25, 2021 using PubMed and Google Scholar for the following search terms: clinical decision support, implementation, RE-AIM, Proctor, Proctor's framework, equity, trauma, surgery, surgical. We identified 1415 citations and 229 abstracts met criteria for review. A total of 84 underwent full review after 145 were excluded if they did not assess outcomes of an electronic CDS tool or have a surgical use case. Results: Only 6% (5/84) of surgical CDS systems reported equity analyses, suggesting that current methods for optimizing equity in surgical CDS are inadequate. We propose revising the RE-AIM framework to include an Equity element (RE2-AIM) specifying that CDS foundational analyses and algorithms are performed or trained on balanced datasets with sociodemographic characteristics that accurately represent the CDS target population and are assessed by sensitivity analyses focused on vulnerable subpopulations. Conclusion: Current surgical CDS literature reports little with respect to equity. Revising the RE-AIM framework to include an Equity element (RE2-AIM) promotes the development and implementation of CDS systems that, at minimum, do not worsen healthcare disparities and possibly improve their generalizability.
引用
收藏
页码:359 / 364
页数:6
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