Clean model card

README.md

@@ -1,40 +1,23 @@
----
-license: cc-by-4.0
-library_name: keras
-tags:
-  - keras
-  - tensorflow
-  - single-cell
-  - aging
-  - domain-adaptation
-  - cross-species
-pretty_name: Cross-species immune ageing DANN models
----
-
-# Cross-species Immune Ageing DANN Models
-
-This model repository contains trained Keras/TensorFlow weights for cross-species ageing-state annotation in HSCs and CD8+ T cells.
-
-## Model Families
-
-- HSC scRNA DANN classifier and embedder.
-- HSC scATAC DANN classifier and embedder.
-- CD8+ T-cell scRNA DANN classifier and embedder.
-- Exploratory HSC multimodal RNA+ATAC model artifacts.
-
-## Expected Inputs
-
-Inputs must be aligned to the feature files distributed with the dataset repository. See the GitHub repository for scripts:
-
-- `scripts/evaluate_scrna_dann.py`
-- `scripts/search_hsc_dann_saved_models.py`
-- `scripts/train_scrna_dann_tf.py`
-
-## Limitations
-
-Adversarial training is checkpoint-sensitive. Saved weights should be used with the exact feature lists, scaling choices and class order described in the GitHub documentation.
-
-## Citation
-
-Please cite the manuscript and the archived model DOI when available.
-
+---
+license: mit
+library_name: keras
+tags:
+  - keras
+  - tensorflow
+  - single-cell
+  - aging
+  - domain-adaptation
+  - cross-species
+pretty_name: Cross-species aging DANN models
+---
+
+# Cross-Species Aging DANN Models
+
+This model repository stores trained Keras/TensorFlow model files required by
+the GitHub reproducibility package:
+
+https://github.com/SimiaoZhao/cross-species-aging-resource
+
+Inputs must be aligned to the feature lists distributed with the dataset
+repository. During peer review, access may be restricted to reviewers and
+editors.