batdetect2/docs/source/legacy/feature-extraction.md

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# Legacy feature extraction outputs
The previous BatDetect2 workflow exposed several output concepts that users may still rely on.
These included:
- `cnn_feats`
- `spec_features`
- `spec_slices`
## Why this matters
Users exploring older notebooks or downstream analysis code often encounter these names first.
The current stack exposes a different surface centered on per-detection `features` plus configurable output formatters.
## Migration note
There is not always a strict one-to-one replacement.
When migrating, validate which part of the old workflow you actually need:
- low-level exported features,
- spectrogram slices,
- model-internal feature vectors,
- legacy JSON output shape.
Then map that need onto the current API and output format configuration.
## Related pages
- Migration guide: {doc}`migration-guide`
- Current features explanation: {doc}`../explanation/extracted-features-and-embeddings`
- Output formats reference: {doc}`../reference/output-formats`