Update README.md

README.md

@@ -6,21 +6,35 @@ tags:
 - science
 - physics
 ---
-# Model Card for Model ID
 
-<!-- Provide a quick summary of what the model is/does. -->
+# Model Card for `neutrons-2layers-basic-v1`
 
-Trained neutron reflectometry (NR) model for the reflectorch package. 
+## Summary
+This is a trained **neutron reflectometry (NR)** model designed for use with the [`reflectorch`](https://pypi.org/project/reflectorch/) package.  
 
-It has the following specifications:
+---
+
+## Specifications
+
+- **Number of layers**: 2 (excluding fronting and backing media; ordered from *fronting* → *backing*)  
+- **Maximum q-range**: `[0.05, 0.4]`  
+
+### Parameter Types and Ranges
+
+| Parameter            | Range                  | Units              |
+|----------------------|------------------------|--------------------|
+| Thickness            | `[1.0, 1500.0]`        | Å                 |
+| Roughness            | `[0.0, 60.0]`          | Å                 |
+| Nuclear SLD          | `[-8.0, 16.0] × 10⁻⁶` | Å⁻²               |
+| Intensity scaling    | `[0.9, 1.1]`           | multiplicative factor |
+| Background (log₁₀)   | `[-10.0, -4.0]`        | dimensionless      |
 
-a. number of layers: 2 (excluding the backing & fronting media), the ordering of the layers is from the fronting to the backing
-b. range of the maximum q: [0.05, 0.4]
-c. the parameter types and ranges are the following:
--thicknesses: [1., 1500.] Å
--roughnesses: [0., 60.] Å
--nuclear SLDs: [-8., 16.] 10^(-6) Å^(-2)
--intensity scaling (multiplicative factor): [0.9, 1.1]
--background (in log10 representation): [-10.0, -4.0]
-d. the prior bounds provided for the SLDs for inference should not exceed a width of 5 Å.
+---
+
+## Notes on Usage
+- For inference, **prior bounds on SLDs** should not exceed a width of **5 Å**.  
+
+---
 
+## License
+This model is distributed under the [GPL-3.0 license](https://www.gnu.org/licenses/gpl-3.0.html).