Does glucose affect our vision? A preliminary study using smart glasses

Natalia Piaseczna,Rafał Doniec,Szymon Sieciński,Marcin Grzegorzek,Ewaryst Tkacz

2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology（2023）

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摘要

In this study, we investigate the relationship between blood glucose levels and visual acuity during simulated driving using smart glasses and machine learning. We found compelling correlations between blood glucose levels and visual performance, with a classification accuracy of 98.70%. These results highlight the importance of blood glucose regulation for road safety and human well-being, and the potential of wearable sensor technology to advance our understanding of physiological influences on human performance.

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关键词

Machine Learning,Blood Glucose,Blood Glucose Levels,Visual Acuity,Human Performance,Sensor Technology,Visual Performance,Road Safety,K-nearest Neighbor,Confusion Matrix,Visual Perception,Human-computer Interaction,Real-world Scenarios,Standard Metrics,Human Vision,Performance In Scenarios

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