CONCLUSIONS: This scoping review will provide the first comprehensive synthesis of AI-, ML-, and DL-based ADHD diagnostic classification studies, mapping the evidence across data modalities, validation practices, interpretability methods, and clinical translation readiness. Findings will inform future methodological standards and support the translation of AI-based diagnostic tools into clinical practice.
