Predicting vasovagal reactions to a virtual blood donation using facial image analysis

血管迷走性晕厥 焦虑 医学 前额 心理学 外科 麻醉 反射 精神科
作者
Judita Rudokaite,Lee-Ling Sharon Ong,Mart P. Janssen,Eric O. Postma,Elisabeth M.J. Huis In 'T Veld
出处
期刊:Transfusion [Wiley]
卷期号:62 (4): 838-847 被引量:3
标识
DOI:10.1111/trf.16832
摘要

Background People with needle fear experience not only anxiety and stress but also vasovagal reactions (VVR), including nausea, dizziness, sweating, pallor changes, or even fainting. However, the mechanism behind needle fear and the VVR response are not yet well understood. The aim of our study was to explore whether fluctuations in facial temperature in several facial regions are related to the level of experienced vasovagal reactions, in a simulated blood donation. Study design and methods We recruited 45 students at Tilburg University and filmed them throughout a virtual blood donation procedure using an Infrared Thermal Imaging (ITI) camera. Participants reported their fear of needles and level of experienced vasovagal reactions. ITI data pre-processing was completed on each video frame by detecting facial landmarks and image alignment before extracting the mean temperature from the six regions of interest. Results Temperatures of the chin and left and right cheek areas increased during the virtual blood donation. Mixed-effects linear regression showed a significant association between self-reported vasovagal reactions and temperature fluctuations in the area below the nose. Discussion Our results suggest that the area below the nose may be an interesting target for measuring vasovagal reactions using video imaging techniques. This is the first in a line of studies, which assess whether it is possible to automatically detect levels of fear and vasovagal reactions using facial imaging, from which the development of e-health solutions and interventions can benefit.
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