Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors
Töpper M, Schulz P, Beblo T, Driessen M (2021)
Journal of Alzheimer's Disease 79(1): 401-414.
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| Veröffentlicht | Englisch
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Abstract / Bemerkung
Background: On-road driving behavior can be impaired in older drivers and particularly in drivers with mild cognitive impairment (MCI). Objective: To determine whether cognitive and non-cognitive risk factors for driving safety may allow an accurate and economic prediction of on-road driving skills, fitness to drive, and prospective accident risk in healthy older drivers and drivers with MCI, we examined a representative combined sample of older drivers with and without MCI (N = 74) in an observational on-road study. In particular, we examined whether non-cognitive risk factors improve predictive accuracy provided by cognitive factors alone. Methods: Multiple and logistic hierarchical regression analyses were utilized to predict different driving outcomes. In all regression models, we included cognitive predictors alone in a first step and added non-cognitive predictors in a second step. Results: Results revealed that the combination of cognitive and non-cognitive risk factors significantly predicted driving skills (R2adjusted = 0.30) and fitness to drive (81.2% accuracy) as well as the number (R2adjusted = 0.21) and occurrence (88.3% accuracy) of prospective minor at-fault accidents within the next 12 months. In all analyses, the inclusion of non-cognitive risk factors led to a significant increase of explained variance in the different outcome variables. Conclusion: Our findings suggest that a combination of the most robust cognitive and non-cognitive risk factors may allow an economic and accurate prediction of on-road driving performance and prospective accident risk in healthy older drivers and drivers with MCI. Therefore, non-cognitive risk factors appear to play an important role.
Erscheinungsjahr
2021
Zeitschriftentitel
Journal of Alzheimer's Disease
Band
79
Ausgabe
1
Seite(n)
401-414
Urheberrecht / Lizenzen
ISSN
13872877
eISSN
18758908
Page URI
https://pub.uni-bielefeld.de/record/2982329
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Töpper M, Schulz P, Beblo T, Driessen M. Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors. Journal of Alzheimer's Disease. 2021;79(1):401-414.
Töpper, M., Schulz, P., Beblo, T., & Driessen, M. (2021). Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors. Journal of Alzheimer's Disease, 79(1), 401-414. https://doi.org/10.3233/JAD-200943
Töpper, Max, Schulz, Philipp, Beblo, Thomas, and Driessen, Martin. 2021. “Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors”. Journal of Alzheimer's Disease 79 (1): 401-414.
Töpper, M., Schulz, P., Beblo, T., and Driessen, M. (2021). Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors. Journal of Alzheimer's Disease 79, 401-414.
Töpper, M., et al., 2021. Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors. Journal of Alzheimer's Disease, 79(1), p 401-414.
M. Töpper, et al., “Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors”, Journal of Alzheimer's Disease, vol. 79, 2021, pp. 401-414.
Töpper, M., Schulz, P., Beblo, T., Driessen, M.: Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors. Journal of Alzheimer's Disease. 79, 401-414 (2021).
Töpper, Max, Schulz, Philipp, Beblo, Thomas, and Driessen, Martin. “Predicting On-Road Driving Skills, Fitness to Drive, and Prospective Accident Risk in Older Drivers and Drivers with Mild Cognitive Impairment: The Importance of Non-Cognitive Risk Factors”. Journal of Alzheimer's Disease 79.1 (2021): 401-414.
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