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

Rafał Doniec; Natalia Piaseczna; Szymon Sieciński; Marcin Grzegorzek; Ewaryst J. Tkacz

doi:10.1109/IEEECONF58974.2023.10404616

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

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

Abstract

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.

Original language	English
Pages	113-114
Number of pages	2
DOIs	https://doi.org/10.1109/IEEECONF58974.2023.10404616
Publication status	Published - 29.01.2024
Event	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology - Hilton Malta, St. Julian's, Malta Duration: 07.12.2023 → 09.12.2023 https://datascience.embs.org/2023

Conference

Conference	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology
Country/Territory	Malta
City	St. Julian's
Period	07.12.23 → 09.12.23
Internet address	https://datascience.embs.org/2023

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being
SDG 4 Quality Education
SDG 9 Industry, Innovation, and Infrastructure
SDG 11 Sustainable Cities and Communities
SDG 12 Responsible Consumption and Production
SDG 14 Life Below Water
SDG 15 Life on Land

Research Areas and Centers

Centers: Center for Artificial Intelligence Luebeck (ZKIL)

DFG Research Classification Scheme

2.22-32 Medical Physics, Biomedical Technology
2.22-17 Endocrinology, Diabetology, Metabolism

Access to Document

10.1109/IEEECONF58974.2023.10404616

Cite this

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title = "Does glucose affect our vision? A preliminary study using smart glasses",

abstract = "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.",

author = "Rafa{\l} Doniec and Natalia Piaseczna and Szymon Sieci{\'n}ski and Marcin Grzegorzek and Tkacz, \{Ewaryst J.\}",

year = "2024",

month = jan,

day = "29",

doi = "10.1109/IEEECONF58974.2023.10404616",

language = "English",

pages = "113--114",

note = "2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology ; Conference date: 07-12-2023 Through 09-12-2023",

url = "https://datascience.embs.org/2023",

}

Doniec, R, Piaseczna, N, Sieciński, S , Grzegorzek, M & Tkacz, EJ 2024, 'Does glucose affect our vision? A preliminary study using smart glasses', Paper presented at 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, St. Julian's, Malta, 07.12.23 - 09.12.23 pp. 113-114. https://doi.org/10.1109/IEEECONF58974.2023.10404616

Does glucose affect our vision? A preliminary study using smart glasses. / Doniec, Rafał; Piaseczna, Natalia; Sieciński, Szymon et al.
2024. 113-114 Paper presented at 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, St. Julian's, Malta.

Research output: Contribution to conference › Conference Papers › peer-review

TY - CONF

T1 - Does glucose affect our vision? A preliminary study using smart glasses

AU - Doniec, Rafał

AU - Piaseczna, Natalia

AU - Sieciński, Szymon

AU - Grzegorzek, Marcin

AU - Tkacz, Ewaryst J.

PY - 2024/1/29

Y1 - 2024/1/29

N2 - 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.

AB - 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.

UR - https://www.mendeley.com/catalogue/ebf3e883-4906-34dd-aa73-2a7613c60708/

U2 - 10.1109/IEEECONF58974.2023.10404616

DO - 10.1109/IEEECONF58974.2023.10404616

M3 - Conference Papers

SP - 113

EP - 114

T2 - 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology

Y2 - 7 December 2023 through 9 December 2023

ER -

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

Abstract

Conference

UN SDGs

Research Areas and Centers

DFG Research Classification Scheme

Access to Document

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