Replace release with one-pass MaxViT system

Preserve field of view for large CT matrices

Add batched streaming volume inference and explicit long-series policy

Harden prediction preprocessing and input validation

Integrate pooled features with classifier and BiGRU inference

Publish trained ICH classification, sequence, and segmentation models