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

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

doi:10.1109/IEEECONF58974.2023.10404616

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

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

Katedra Informatyki Medycznej i Sztucznej Inteligencji (RIB/RIB1)

University of Lübeck
Fraunhofer Research Institution for Marine Biotechnology and Cell Technology

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2 Cytowania z bazy Scopus

Abstrakt

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.

Język oryginału	angielski
Tytuł publikacji goszczącej	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023
Wydawca	Institute of Electrical and Electronics Engineers Inc.
Strony	113-114
Liczba stron	2
ISBN (elektroniczny)	9798350383386
Identyfikatory DOI	https://doi.org/10.1109/IEEECONF58974.2023.10404616
Status publikacji	Opublikowano - 2023
Wydarzenie	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023 - Malta, Malta Czas trwania: 7 gru 2023 → 9 gru 2023

Seria publikacji

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

Konferencja

Konferencja	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023
Kraj/Terytorium	Malta
Miejscowość	Malta
Okres	7/12/23 → 9/12/23

Cele SDG ONZ

Ten wynik przyczynia się do realizacji następujących celów zrównoważonego rozwoju

Cel 3 Dobre zdrowie i dobre samopoczucie
Cel 11 Zrównoważone miasta i społeczności

Obszary tematyczne ASJC Scopus

Sztuczna inteligencja
Interakcja człowiek-komputer
Systemy informacyjne
Nauki o podejmowaniu decyzji (różne)
Systemy informacyjne i zarządzanie
Inżynieria biomedyczna
Informatyka medyczna

Uzyskaj dostęp do dokumentu

10.1109/IEEECONF58974.2023.10404616

Inne pliki i linki

Link do publikacji w Scopus

Cytowanie

Piaseczna, N., Doniec, R., Sieciński, S., Grzegorzek, M., & Tkacz, E. (2023). Does glucose affect our vision? A preliminary study using smart glasses. W 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023 (str. 113-114). (2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IEEECONF58974.2023.10404616

Piaseczna, Natalia ; Doniec, Rafał ; Sieciński, Szymon i in. / Does glucose affect our vision? A preliminary study using smart glasses. 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023. Institute of Electrical and Electronics Engineers Inc., 2023. str. 113-114 (2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023).

@inproceedings{7de7a888515e48d5bd07e79f91e3dc6b,

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

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023 ; Conference date: 07-12-2023 Through 09-12-2023",

year = "2023",

doi = "10.1109/IEEECONF58974.2023.10404616",

language = "English",

series = "2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "113--114",

booktitle = "2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023",

address = "United States",

}

Piaseczna, N, Doniec, R, Sieciński, S, Grzegorzek, M & Tkacz, E 2023, Does glucose affect our vision? A preliminary study using smart glasses. w 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023. 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023, Institute of Electrical and Electronics Engineers Inc., str. 113-114, 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023, Malta, Malta, 7/12/23. https://doi.org/10.1109/IEEECONF58974.2023.10404616

Does glucose affect our vision? A preliminary study using smart glasses. / Piaseczna, Natalia; Doniec, Rafał; Sieciński, Szymon i in.
2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023. Institute of Electrical and Electronics Engineers Inc., 2023. str. 113-114 (2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023).

Wyniki badań: Rozdział w książce/raport/materiał konferencyjny › Wkład w konferencję › recenzja

TY - GEN

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

AU - Piaseczna, Natalia

AU - Doniec, Rafał

AU - Sieciński, Szymon

AU - Grzegorzek, Marcin

AU - Tkacz, Ewaryst

PY - 2023

Y1 - 2023

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.scopus.com/pages/publications/85185561092

U2 - 10.1109/IEEECONF58974.2023.10404616

DO - 10.1109/IEEECONF58974.2023.10404616

M3 - Conference contribution

AN - SCOPUS:85185561092

T3 - 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023

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

PB - Institute of Electrical and Electronics Engineers Inc.

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Y2 - 7 December 2023 through 9 December 2023

ER -

Piaseczna N, Doniec R, Sieciński S, Grzegorzek M, Tkacz E. Does glucose affect our vision? A preliminary study using smart glasses. W 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023. Institute of Electrical and Electronics Engineers Inc. 2023. str. 113-114. (2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023). doi: 10.1109/IEEECONF58974.2023.10404616

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

Abstrakt

Seria publikacji

Konferencja

Cele SDG ONZ

Obszary tematyczne ASJC Scopus

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