Automated metadata collection typically involves the use of software tools and scripts to extract metadata from various data sources. These tools can fetch information from electronic health records (EHRs), surveys, laboratory results, and other digital data repositories. The extracted metadata is then stored in a centralized database for easy access and analysis.