Brain agingHumansPreprint

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

Naturalistic visual search captures attentional disruption in mild cognitive impairment across distractor conditions

University of Miami

medRxiv · 11 Sep 2026 · Preprint, not peer-reviewed

doi.org/10.64898/2026.09.08.26355011PubMed 42818889