Medical record abstraction plays a essential role in driving clinical research. Clinical investigators obtain relevant insights from electronic health records (EHRs) and paper-based medical documents to support healthcare initiatives. The process encompasses carefully reviewing patient records to locate specific factors of interest. This extracted