AI-Driven Data-Centric Computing for Large-Scale Scientific Research: Automated Data Quality Assessment, Feature Discovery, Knowledge Extraction, and Reproducible Machine Learning Pipelines. AMAR. 2026;4(3):775-804. doi:10.66021/