Sriram Jasti 2026. Multimodal Data Empathy Layers: Contract-Centric Governance, Quality Semantics, and Engineering Principles for Heterogeneous Data Integration Pipelines. International Journal of Computer Information Systems and Industrial Management Applications. 18, 23s (Sep. 2026), 1637–1648. DOI:https://doi.org/10.70917/ijcisim-2026-5718.