Visual search gaze patterns identify mild cognitive impairment
In 62 matched pairs, an expert 14-feature gaze panel classified mild cognitive impairment from cognitively normal aging with an area under the curve of 0.898.
medRxiv
In a propensity-matched cohort of 62 cognitively normal adults and 62 individuals with mild cognitive impairment, researchers tracked gaze behavior during a naturalistic scene-viewing search task. Participants searched scenes across five distractor conditions: none, dissimilar, similar, background, and unexpected. The preprint reported significant differences between groups in target dwell ratio and scanpath entropy, along with higher trial-to-trial variability in area-of-interest coverage among participants with mild cognitive impairment. These search disruptions occurred across all distractor contexts and in the absence of distractors. Repeated cross-validation with automated feature selection classified cognitively normal controls from individuals with mild cognitive impairment with an area under the curve of 0.732 (95% CI [0.645, 0.818]), while an expert-curated 14-feature panel reached 0.898 (95% CI [0.840, 0.949]).
Why it matters
Executive compensation can mask early cognitive decline during standard testing. Naturalistic gaze tracking may provide a sensitive, non-invasive behavioral marker of subtle attentional and executive disruptions in brain aging.
Caveats
The study is a preprint based on a cross-sectional cohort of 124 participants, meaning it cannot determine whether these visual search disruptions predict subsequent cognitive decline over time.
The paper
University of Miami
medRxiv · 11 Sep 2026 · Preprint, not peer-reviewed
