From Raw Scientific Data to Trusted Discovery: Agentic AI for FAIR and Reproducible Data Science: A Systematic Review of Data Engineering, Semantic Data Models, Multimodal Analytics, Provenance, and Human Oversight
The review concludes with a staged research agenda and an integrated framework that links FAIR practice, reproducibility engineering, and human governance across the scientific lifecycle.