Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving

•Pupil diameter can be used as an objective indicator of drivers’ mental workload.•Drivers showed increased fluctuations in workload levels during automated driving.•Driver workload increased around takeovers, as they came back into the driving loop.•Shorter headways increased workload during takeovers, but not during automation.