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Interpretable ADHD Classification using Hybrid CatBoost-MLP with Early Fusion of Structural MRI and Clinical Variables Using SHAP-Guided Ensemble Methods

2025-12-04

Abstract excerpt

<title>Abstract</title> <p>Classification of Attention-Deficit/Hyperactivity Disorder (ADHD) using structural MRI remains limited by inter-subject anatomical variability, site-specific imaging protocols, and the inherently heterogeneous clinical profiles associated with the disorder. In this study, a multimodal classification framework was constructed by integrating mid-slice axial T1-weighted MRI features with s...

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Literature Corpus work
1b875402-37a7-5f0a-aa91-2a1806710163
DOI
10.21203/rs.3.rs-8073214/v1
Open publication

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Interpretable ADHD Classification using Hybrid CatBoost-MLP with Early Fusion of Structural MRI and Clinical Variables Using SHAP-Guided Ensemble MethodsDOI 10.21203/rs.3.rs-8073214/v1
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