CONCLUSIONS: The eye-tracking biomarkers proposed in this study effectively identified differences in various aspects of eye movement patterns between the ADHD and TD groups. In addition, the ML model constructed using these digital biomarkers achieved high accuracy and reliability in identifying ADHD. Our system can facilitate early screening for ADHD in schools and communities and provide clinicians with objective biomarkers as a reference.
