Machine learning classifier model for tagging research grants with HRCS Health Category and Research Activity Code tags based on title and grant abstract.
Aknowledgement, the data used for this project was compiled as part of the UK Health Research Analysis studies: UK Health Research Analysis 2022 (UK Clinical Research Collaboration , 2023) https://hrcsonline.net/reports/analysis-reports/uk-health-research-analysis-2022/.
To download data and compile into a cleaned training dataset, use the below command:
make build_dataset- This command downloads the tagged Excel data from from https://hrcsonline.net/.
- Then calls a Python script that compiles these datasets into single cleaned parquet files.
- Each parquet file represents a tag type with one file for RAC division, RAC group and Health Category.
- Each row represents a grant and tag combination, there can be multiple rows/tags per grant.