Face the Needle: Predicting Risk of Fear and Fainting During Blood Donation Through Video Analysis

Judita Rudokaite, Itir Önal Ertugrul, Lee-Ling Sharon Ong, Mart P. Janssen, Elisabeth Huis in 't Veld

Abstract: There are physiological, hormonal and psychological markers that occur early in a procedure involving needles. These so-called vasovagal reactions range from feeling nauseous, dizzy, to completely passing out. In an early stage, they are difficult to measure and self-report before it is too late to prevent them. This study aims to explore different features from regular video and thermal facial video recordings of blood donors in the waiting room, prior to a blood donation procedure, in order to assess to what extent it is possible to predict whether a donor will experience a low or high level of vasovagal reaction later on during the blood donation. The results showed that the best performance was achieved using pre-trained ResNet152 models with GRU on a continuous video stream, achieving an F1 of 0.69, a PR-AUC score of 0.81, and an MCC score of 0.56. This model also achieved a precision of 0.52, recall of 0.94, F1 score of 0.67, and MCC score of 0.42 on new, previously unseen mobile video data. Although the model requires further improvement, it outperforms self-reported vasovagal reaction scores and shows the potential to predict who is at risk of experiencing vasovagal reactions using facial video data.