Polish card copy

README.md

@@ -13,18 +13,18 @@ short_description: Frozen V-JEPA-2 predicts cell-cycle state in microscopy
 
 # Temporal Cell State Prediction in Microscopy
 
-A frozen **V-JEPA-2 ViT-L** encoder + a small attentive-pool head predicts per-cell
-cell-cycle state (interphase / pre-mitosis / mitosis) directly from short single-cell
-clips — replacing the *classify* stage of the conventional segment → track → classify
-pipeline with a single clip → state model.
+A frozen **V-JEPA-2 ViT-L** encoder with a small attentive-pool head predicts per-cell
+cell-cycle state (interphase, pre-mitosis, mitosis) directly from short single-cell
+clips. It replaces the *classify* stage of the conventional segment, track, classify
+pipeline with a single clip-to-state model.
 
-Pick a single-cell clip and the model classifies it into its cell-cycle state — shown
-as **predicted vs actual**. The selector tags each clip ✅ correct / ❌ misclassified so
+Pick a single-cell clip and the model classifies it into its cell-cycle state, shown
+as **predicted vs actual**. The selector tags each clip ✅ correct or ❌ misclassified so
 you can inspect both. Held-out test-set metrics (n=5,312) are in the collapsible panel.
 
 **Study finding:** in this small-data regime, **data scaling, not model scaling, is the
-binding constraint** — moving the baseline from a small to a larger labelled dataset lifts
-macro-F1 far more than an ~80× larger encoder does.
+binding constraint.** Moving the baseline from a small to a larger labelled dataset lifts
+macro-F1 far more than a roughly 80x larger encoder does.
 
 - Models: [`DnaRnaProteins/vjepa2-cell-cycle-vit-l`](https://huggingface.co/DnaRnaProteins/vjepa2-cell-cycle-vit-l), [`DnaRnaProteins/unet-bilstm-cell-cycle-baseline`](https://huggingface.co/DnaRnaProteins/unet-bilstm-cell-cycle-baseline)
-- Data: MICCAI Cell Tracking Challenge — Fluo-N2DL-HeLa. Labels derived from lineage trees (no manual annotation).
+- Data: MICCAI Cell Tracking Challenge, Fluo-N2DL-HeLa. Labels derived from lineage trees (no manual annotation).