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利用聚类分析获取可能和可能的急性脑震荡的见解。

Developing Insights for Possible and Probable Acute Concussions Using Cluster Analysis.

机构信息

MGH Institute for Technology Assessment, Harvard Medical School, Boston, Massachusetts, USA.

Department of Industrial and Operations Engineering, University of Michigan, Ann Arbor, Michigan, USA.

出版信息

J Neurotrauma. 2022 Jan;39(1-2):102-113. doi: 10.1089/neu.2020.7399. Epub 2021 Apr 9.

DOI:10.1089/neu.2020.7399
PMID:33677994
Abstract

Few studies have analyzed the Sport Concussion Assessment Tool's (SCAT) utility among athletes whose concussion assessment is challenging. Using a previously published algorithm, we identified possible and probable concussions at <6 h ( = 393 males,  = 265 females) and 24-48 h ( = 323 males,  = 236 females) post-injury within collegiate student-athletes and cadets from the Concussion Assessment, Research, and Education (CARE) Consortium. We applied cluster analysis to characterize performance on the Standard Assessment of Concussion (SAC), Balance Error Scoring System (BESS), and the SCAT symptom checklist for these athletes. Among the cluster sets that best separated acute concussions and normal performances, total symptom number raw score and change and post-traumatic migraine raw score and change score were the most frequent clustering variables across males and females at <6 h and 24-48 h. Similarly, total symptom number raw score and change score and post-traumatic migraine raw score and change score were most significantly different between clusters for males and females at <6 h and 24-48 h. Our results suggest that clinicians should focus on total symptom number, post-traumatic migraine symptoms, and cognitive-fatigue symptoms when assessing possible and probable concussions, followed by the SAC and BESS scores.

摘要

很少有研究分析运动性脑震荡评估工具(SCAT)在评估困难的运动员中的效用。我们使用先前发表的算法,在 <6 小时(=393 名男性,=265 名女性)和 24-48 小时(=323 名男性,=236 名女性)内,确定了来自 Concussion Assessment, Research, and Education (CARE) 联盟的大学生运动员和学员中可能和可能的脑震荡。我们应用聚类分析来描述这些运动员在标准脑震荡评估(SAC)、平衡错误评分系统(BESS)和 SCAT 症状检查表上的表现。在最佳区分急性脑震荡和正常表现的聚类集中,在 <6 小时和 24-48 小时,男性和女性中,总症状数原始分数和变化以及创伤后偏头痛原始分数和变化分数是最常见的聚类变量。同样,在 <6 小时和 24-48 小时,男性和女性中,总症状数原始分数和变化分数以及创伤后偏头痛原始分数和变化分数在聚类之间的差异最大。我们的研究结果表明,临床医生在评估可能和可能的脑震荡时应重点关注总症状数、创伤后偏头痛症状和认知疲劳症状,其次是 SAC 和 BESS 评分。

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