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To address these problems, our research aims to leverage all-natural language processing techniques to find the stating patterns and data abstraction methodologies for EHR-based medical study. We conducted an incident study utilizing an accumulation of full articles of EHR-based population scientific studies posted utilising the Rochester Epidemiology Project infrastructure. Our examination found an upward trend of reporting EHR-related analysis methodologies, g