update uses

README.md

@@ -30,19 +30,7 @@ Fine-tuned on gold standard annotations and outputs from early experiments using
 
 ## Uses
 
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
-### Direct Use
-
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-
-{{ direct_use | default("[More Information Needed]", true)}}
-
-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-{{ bias_risks_limitations | default("[More Information Needed]", true)}}
+This fine-tuned version of the model was used to classify 'patch' images (cells/regions) of scanned nineteenth-century series maps of Britain provided by the National Library of Scotland (learn more [here](https://maps.nls.uk/os/)). We classified patches to indicate the presence of buildings and railway infrastructure. See [our paper](https://dl.acm.org/doi/10.1145/3557919.3565812) for more details about labels.
 
 ## How to Get Started with the Model in MapReader
 
@@ -52,25 +40,30 @@ Please go to [the MapReader documentation](https://mapreader.readthedocs.io/en/l
 
 ### Training, Evaluation and Testing Data
 
-This model was fine-tuned on [this data](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
+This model was fine-tuned on [manually-annotated data](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
 
 ### Training, Evaluation and Testing Procedure 
 
-Details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812).
+Details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812). 
+
+Open access version of the article available [here](https://arxiv.org/abs/2111.15592).
 
 ### Results
 
 Data outputs can be found [here](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
+
 Further details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812).
 
 ## More Information 
 
 This model was fine-tuned using MapReader.
-The code for which can be found [here](https://github.com/Living-with-machines/MapReader) and the documentation can be found [here](https://mapreader.readthedocs.io/en/latest/).
+
+The code for MapReader can be found [here](https://github.com/Living-with-machines/MapReader) and the documentation can be found [here](https://mapreader.readthedocs.io/en/latest/).
 
 ## Model Card Authors 
 
 Katie McDonough ([email protected])
+
 Rosie Wood ([email protected])
 
 ## Model Card Contact