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.

Originalsprache	Englisch
Seiten	113-114
Seitenumfang	2
DOIs	https://doi.org/10.1109/IEEECONF58974.2023.10404616
Publikationsstatus	Veröffentlicht - 29.01.2024
Veranstaltung	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology - Hilton Malta, St. Julian's, Malta Dauer: 07.12.2023 → 09.12.2023 https://datascience.embs.org/2023

Tagung, Konferenz, Kongress

Tagung, Konferenz, Kongress	2023 IEEE EMBS Special Topic Conference on Data Science and Engineering in Healthcare, Medicine and Biology
Land/Gebiet	Malta
Ort	St. Julian's
Zeitraum	07.12.23 → 09.12.23
Internetadresse	https://datascience.embs.org/2023

UN SDGs

Dieser Output leistet einen Beitrag zu folgendem(n) Ziel(en) für nachhaltige Entwicklung

SDG 3 – Gesundheit und Wohlergehen
SDG 4 – Qualitativ hochwertige Bildung
SDG 9 – Industrie, Innovation und Infrastruktur
SDG 11 – Nachhaltige Städte und Gemeinschaften
SDG 12 – Verantwortungsvoller Konsum und Produktion
SDG 14 – Lebensraum Wasser
SDG 15 – Lebensraum Land

Strategische Forschungsbereiche und Zentren

Zentren: Zentrum für Künstliche Intelligenz Lübeck (ZKIL)

DFG-Fachsystematik

2.22-32 Medizinische Physik, Biomedizinische Technik
2.22-17 Endokrinologie, Diabetologie, Metabolismus

Dokumente

10.1109/IEEECONF58974.2023.10404616

Weitere Links

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

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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",

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doi = "10.1109/IEEECONF58974.2023.10404616",

language = "English",

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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",

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Doniec, R, Piaseczna, N, Sieciński, S, Grzegorzek, M & Tkacz, EJ 2024, 'Does glucose affect our vision? A preliminary study using smart glasses', Beitrag in 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 S. 113-114. https://doi.org/10.1109/IEEECONF58974.2023.10404616

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

Tagung, Konferenz, Kongress

UN SDGs

Strategische Forschungsbereiche und Zentren

DFG-Fachsystematik

Dokumente

Weitere Links

Fingerprint

Zitieren