Naturalistic study on the usage of smartphone applications among Finnish drivers.

•We tracked how Finnish drivers use their smartphones while driving.•The drivers produced more touches per hour on urban roads compared to other roads.•The instances of use tend to be shorter on urban roads compared to other roads.•The smartphone heavy-users did not reduce phone use based on traffic density.•The greatest risk from smartphone use may be caused by messaging applications.