Update model card.

README.md

@@ -34,7 +34,8 @@ The afMLevel repository includes tools for:
 - integrating the model into AFM anasis workflows.
 
 - **Developed by:** Maya Tekchandani
-- **Maintained by:** Dr Daniel E. Rollins
+- **Developed by:** Maya Tekchandani
+- **Maintained by:** Dr Daniel E. Rollins, Dr George R. Heath
 - **Principal Investigator:** Dr George R. Heath
 - **Affiliation:** University of Leeds
 - **Funded by [optional]:** [More Information Needed]
@@ -47,7 +48,7 @@ The afMLevel repository includes tools for:
 
 - **Repository:** https://github.com/mayatek1/afMLevel
 - **Paper:** In preparation
-- **Demo notebooks:** https://github.com/mayatek1/afMLevel/tree/main/notebooks
+- **Demo:** [Demonstration notebooks](https://github.com/mayatek1/afMLevel/tree/main/notebooks)
 
 ## Uses
 
@@ -61,8 +62,8 @@ The model has been primarily tested on **biological AFM data**. It may generalis
 
 ### Downstream Use
 
-- Integration into **playNano**, enabling end‑to‑end reading and levelling.
-- Batch levelling of **high‑speed AFM videos** via playNano.
+- Integration into [playnano](https://github.com/derollins/playNano), enabling end‑to‑end reading and levelling of **high‑speed AFM videos**,
+  - The `afMLevel` package works as plugin for `playnano` for easy integration,
 - Preprocessing for segmentation, particle detection, or other AFM analysis tools.
 
 ### Out‑of‑Scope Use
@@ -88,7 +89,8 @@ This model is **not** intended for:
 
 ## How to Get Started with the Model
 
-Use the model through the [afMLevel](https://github.com/mayatek1/afMLevel) repository, which handles background prediction, subtraction, and output generation. Demonstration notebooks are provided in the repository.
+Use the model through the [afMLevel](https://github.com/mayatek1/afMLevel) repository, which handles background prediction, subtraction, and output generation. Demonstration notebooks are available
+[within the GitHUb repository](https://github.com/mayatek1/afMLevel/tree/main/notebooks).
 
 ## Training Details