Patient-Level

Multimodal Data

Modality-wise Data

Preprocessing

Clinical Data

Preprocessing

(7 Diseases)

Imaging Data

Preprocessing

(7 Diseases)

Genomic Data Preprocessing

(7 Diseases)

Demographic Data Preprocessing

(7 Diseases)

Modality-Specific

Feature Extraction

Unimodal Experiments

(Each modality predicts all 7 diseases)

Comparison & Baseline Analysis

(Strongest modality per disease)

Output forwarded to Multimodal Fusion Stage