Faculty of Medicine, University of Toronto, Toronto, Canada.
Department of Interdisciplinary Studies, McMaster University, Hamilton, Canada.
J Racial Ethn Health Disparities. 2023 Dec;10(6):2676-2684. doi: 10.1007/s40615-022-01446-9. Epub 2022 Nov 14.
Wearable consumer technology allows for the collection of a growing amount of personal health data. Through the analysis of reflected LED light on the skin, heart rate measurement and arrhythmia detection can be performed. Given that melanin alters skin light absorption, this study seeks to summarize the accuracy of cardiac data from wrist-worn wearable devices for participants of varying skin tones.
We conducted a systematic review, searching Embase, MEDLINE, CINAHL, and Cochrane for original studies that stratified heart rate and rhythm data for consumer wearable technology according to participant race and/or skin tone.
A total of 10 studies involving 469 participants met inclusion criteria. The frequency-weighted Fitzpatrick score for skin tone was reported in six studies (n = 293), with a mean participant score of 3.5 (range 1-6). Overall, four of the ten studies reported a significant reduction in accuracy of heart rate measurement with wearable devices in darker-skinned individuals, compared to participants with lighter skin tones. Four studies noted no effect of user skin tone on accuracy. The remaining two studies showed mixed results.
Preliminary evidence is inconclusive, but some studies suggest that wearable devices may be less accurate for detecting heart rate in participants with darker skin tones. Higher quality evidence is necessary, with larger sample sizes and more objective stratification of participants by skin tone, in order to characterize potential racial bias in consumer devices.
可穿戴消费技术可以收集越来越多的个人健康数据。通过分析皮肤反射的 LED 光,可以进行心率测量和心律失常检测。鉴于黑色素会改变皮肤对光的吸收,本研究旨在总结不同肤色参与者使用腕戴式可穿戴设备获得的心脏数据的准确性。
我们进行了系统评价,在 Embase、MEDLINE、CINAHL 和 Cochrane 中搜索了根据参与者种族和/或肤色对消费者可穿戴技术的心率和节律数据进行分层的原始研究。
共有 10 项研究纳入了 469 名参与者,符合纳入标准。有 6 项研究(n=293)报告了皮肤色调的加权 Fitzpatrick 评分,平均参与者评分为 3.5(范围为 1-6)。总体而言,与肤色较浅的参与者相比,在 10 项研究中有四项研究报告称,可穿戴设备测量心率的准确性在肤色较深的个体中显著降低。四项研究指出用户肤色对准确性没有影响。其余两项研究显示出混合结果。
初步证据尚无定论,但一些研究表明,可穿戴设备在检测肤色较深的参与者的心率时可能不太准确。需要更高质量的证据,样本量更大,更客观地按肤色分层参与者,以描述消费者设备中潜在的种族偏见。