Kwasa Jasmine, Mensah-Agyekum Evangeline, Etienne Arnelle, Phillips Russell, Patterson Christina, Grover Pulkit
Annu Int Conf IEEE Eng Med Biol Soc. 2024 Jul;2024:1-7. doi: 10.1109/EMBC53108.2024.10781855.
Collecting electroencephalography (EEG) data from individuals with coarse, curly, or afro-textured hair can be challenging, leading to noisier data, negative clinical outcomes (e.g., risk of misdiagnosis, discomfort, longer setup times, unsavory treatment, hair shaving, and microaggressions), and unreliable basic science conclusions due to the disproportionate exclusion of people with this physical feature worldwide. Our prior work demonstrated that strategically braiding hair to expose the scalp at standard locations improves impedance and that novel electrode adapters that we developed called "Sevo" can further lower impedance by more than 15x. In this article, we further quantify the signal quality of Sevo EEG compared to traditional EEG on a cohort of pediatric epileptic patients and health adult volunteers. We assessed the influence of braiding and the use of Sevo adapters on signal quality and found that Sevo reduces noise in two key metrics of the power spectra, especially for the pediatric epilepsy group. We conclude by outlining best practices for preparing coarse, curly hair for use by EEG technicians, researchers, and patients.
从头发粗糙、卷曲或呈非洲式发型的个体收集脑电图(EEG)数据可能具有挑战性,会导致数据噪声更大、产生负面临床结果(如误诊风险、不适、更长的设置时间、不良治疗、剃发和微侵犯),并且由于全球范围内对具有这种身体特征的人群排除比例过高,会得出不可靠的基础科学结论。我们之前的工作表明,通过策略性编发以在标准位置暴露头皮可改善阻抗,并且我们开发的名为“Sevo”的新型电极适配器可进一步将阻抗降低超过15倍。在本文中,我们在一组小儿癫痫患者和健康成人志愿者中进一步量化了Sevo EEG与传统EEG相比的信号质量。我们评估了编发和使用Sevo适配器对信号质量的影响,发现Sevo在功率谱的两个关键指标上降低了噪声,特别是对于小儿癫痫组。我们通过概述EEG技术人员、研究人员和患者准备粗糙、卷曲头发以供使用的最佳实践来得出结论。