# scripts/sulic

Sulic-in-PANDA held-out reproduction, kept in its own dir because it uses a
different CV design from the main pipeline.

- `sulic_panda_heldout.py` -- runs Test A (binary placode vs epithelium) and
  Test C (4-way placode subtype), 5-fold stratified CV, model retrained per fold.
- `sulic_panda_heldout_results.json` -- last-run per-fold + mean results.

both tests use the pan-skin PANDA architecture (`panda/model.py`)
straight from the corresponding checkpoint's trunk sizing.