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Effectiveness of electronic medical record-based strategies for death and hospital admission endpoint capture in pragmatic clinical trials

电子病历 病历 临床试验 事件(粒子物理) 电子数据采集 临床终点 计算机科学 医学 医疗急救 内科学 量子力学 物理
作者
Maryam Rahafrooz,Danne C. Elbers,J. Gopal,Junling Ren,Nathan W. Chan,Cenk Yildirim,Akshay S. Desai,Abigail Santos,Karen Murray,Thomas C. Havighurst,Jacob A. Udell,Michael E. Farkouh,Lawton S. Cooper,J. Michael Gaziano,Orly Vardeny,Lu Mao,KyungMann Kim,David R. Gagnon,Scott D. Solomon,Jacob Joseph
出处
期刊:Journal of the American Medical Informatics Association [Oxford University Press]
标识
DOI:10.1093/jamia/ocae303
摘要

Abstract Objective Event capture in clinical trials is resource-intensive, and electronic medical records (EMRs) offer a potential solution. This study develops algorithms for EMR-based death and hospitalization capture and compares them with traditional event capture methods. Materials and Methods We compared the effectiveness of EMR-based event capture and site-captured events adjudicated by a clinical endpoint committee in the multi-center INfluenza Vaccine to Effectively Stop cardio Thoracic Events and Decompensated heart failure (INVESTED) trial for participants from the Veterans Affairs healthcare system. Varying time windows around event dates were used to optimize events matching. The algorithms were externally validated for heart failure hospitalizations in the Medical Information Mart for Intensive Care (MIMIC)-IV database. Results We observed 100% sensitivity for death events with a 1-day window. Sensitivity for cardiovascular, heart failure, pulmonary, and nonspecific cardiopulmonary hospitalizations using discharge diagnosis codes varied between 75% and 95%. Including Centers for Medicare & Medicaid Services data improved sensitivity with no meaningful decrease in specificity. The MIMIC-IV analysis showed 82% sensitivity and 99% specificity for heart failure hospitalizations. Discussion EMR-based method accurately identifies all-cause mortality and demonstrates high accuracy for cardiopulmonary hospitalizations. This study underscores the importance of optimal time windows, data completeness, and domain variability in EMR systems. Conclusion EMR-based methods are effective strategies for capturing death and hospitalizations in clinical trials; however, their effectiveness may be influenced by the complexity of events and domain variability across different EMR systems. Nonetheless, EMR-based methods can serve as a valuable complement to traditional methods.

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