Abstract: Highlights•Employed a multi-task rapid battery test in a cohort encompassing multiple neurodegenerative disorders.•Automated the eye tracking analysis by computer algorithms.•Extracted interpretable and quantified biomarkers to evaluate eye movement behaviors.•Investigated the performance in smooth pursuit, saccade, visual exploration, and passage reading.
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