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@@ -21,8 +21,6 @@ program. It encodes a whole 3D CT volume into:
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  - **per-organ embeddings** — 102 named organ slots produced by organ-query
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  cross-attention pooling, trained to align with per-organ report text.
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- > ⚠️ Research preview. Not a medical device; not for clinical use.
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-
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  ## Installation
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  ```bash
@@ -107,6 +105,8 @@ padding. Methods like `encode_organs` expose only the named slots.
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  ## Intended use & limitations
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  Jolia is a **feature extractor** for downstream radiology tasks (classification,
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  retrieval, per-organ analysis) via linear probing or fine-tuning. It is trained
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  on adult chest/abdominal CT and will not generalize to other modalities or
 
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  - **per-organ embeddings** — 102 named organ slots produced by organ-query
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  cross-attention pooling, trained to align with per-organ report text.
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  ## Installation
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  ```bash
 
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  ## Intended use & limitations
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+ > ⚠️ Research preview. Not a medical device; not for clinical use.
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+
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  Jolia is a **feature extractor** for downstream radiology tasks (classification,
111
  retrieval, per-organ analysis) via linear probing or fine-tuning. It is trained
112
  on adult chest/abdominal CT and will not generalize to other modalities or