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

Department of Medical Informatics and Artificial Intelligence (RIB/RIB1)

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

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Citations (Scopus)

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
Title of host publication	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
Number of pages	2
ISBN (Electronic)	9798350383386
DOIs	https://doi.org/10.1109/IEEECONF58974.2023.10404616
Publication status	Published - 2023
Event	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023 - Malta, Malta Duration: 7 Dec 2023 → 9 Dec 2023

Publication series

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

Conference

Conference	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023
Country/Territory	Malta
City	Malta
Period	7/12/23 → 9/12/23

UN SDGs

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

SDG 3 Good Health and Well-being
SDG 11 Sustainable Cities and Communities

ASJC Scopus subject areas

Artificial Intelligence
Human-Computer Interaction
Information Systems
Decision Sciences (miscellaneous)
Information Systems and Management
Biomedical Engineering
Health Informatics

Access to Document

10.1109/IEEECONF58974.2023.10404616

Cite this

Piaseczna, N., Doniec, R., Sieciński, S., Grzegorzek, M., & Tkacz, E. (2023). Does glucose affect our vision? A preliminary study using smart glasses. In 2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023 (pp. 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 et al. / 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. pp. 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. in 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., pp. 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 et al.
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. p. 113-114 (2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology, IEEECONF 2023).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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

SP - 113

EP - 114

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.

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

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. 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. p. 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

Abstract

Publication series

Conference

UN SDGs

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this