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Background Evidence-based fitness-to-drive assessment must balance public safety and fairness. Cognitive screens are commonly used, but must be accurate in high-stakes contexts. The predictive utility of the Addenbrooke’s Cognitive Examination III (ACE-III) for driving outcomes r...