Sugar and Stops in Drivers with Insulin-Dependent Type 1 Diabetes
| Autor: | Barnwal, Ashirwad, Chakraborty, Pranamesh, Sharma, Anuj, Riera-Garcia, Luis, Ozcan, Koray, Davami, Sayedomidreza, Sarkar, Soumik, Rizzo, Matthew, Merickel, Jennifer |
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| Rok vydání: | 2021 |
| Předmět: | |
| Druh dokumentu: | Working Paper |
| DOI: | 10.1016/j.aap.2022.106692 |
| Popis: | Diabetes is a major public health challenge worldwide. Abnormal physiology in diabetes, particularly hypoglycemia, can cause driver impairments that affect safe driving. While diabetes driver safety has been previously researched, few studies link real-time physiologic changes in drivers with diabetes to objective real-world driver safety, particularly at high-risk areas like intersections. To address this, we investigated the role of acute physiologic changes in drivers with type 1 diabetes mellitus (T1DM) on safe stopping at stop intersections. 18 T1DM drivers (21-52 years, mean = 31.2 years) and 14 controls (21-55 years, mean = 33.4 years) participated in a 4-week naturalistic driving study. At induction, each participant's vehicle was fitted with a camera and sensor system to collect driving data. Video was processed with computer vision algorithms detecting traffic elements. Stop intersections were geolocated with clustering methods, state intersection databases, and manual review. Videos showing driver stop intersection approaches were extracted and manually reviewed to classify stopping behavior (full, rolling, and no stop) and intersection traffic characteristics. Mixed-effects logistic regression models determined how diabetes driver stopping safety (safe vs. unsafe stop) was affected by 1) disease and 2) at-risk, acute physiology (hypo- and hyperglycemia). Diabetes drivers who were acutely hyperglycemic had 2.37 increased odds of unsafe stopping (95% CI: 1.26-4.47, p = 0.008) compared to those with normal physiology. Acute hypoglycemia did not associate with unsafe stopping (p = 0.537), however the lower frequency of hypoglycemia (vs. hyperglycemia) warrants a larger sample of drivers to investigate this effect. Critically, presence of diabetes alone did not associate with unsafe stopping, underscoring the need to evaluate driver physiology in licensing guidelines. Comment: 18 pages, 3 figures, 8 tables |
| Databáze: | arXiv |
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