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Feature/bottleneck embeddings #2676

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- Add BottleneckEnsemblePredictor class for extracting embeddings
- Add extraction script for easy command-line usage
- Support ensemble predictions across all folds
- Fall back to checkpoint_best.pth if final not found
@FabianIsensee FabianIsensee self-assigned this Jan 27, 2025
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