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Updated: Jan 13, 2026

Author Spotlight: Bridging Gaps in Anatomy and Establishing a Foundation for Algorithmic Studies
Published on: December 15, 2023
Bridging AI and biology: Foundation models meet human physiology and disease
Orr Ashenberg1, Ramnik J Xavier2
1Klarman Cell Observatory, Broad Institute of Harvard and MIT, Cambridge, MA, USA.
Abstract:
Translation of foundation models from benchmarks to clinical impact has been slow, revealing a fundamental limitation: correlation-based predictions from models trained on observational data miss causal pathways that determine disease course and treatment response. Hybrid models combining deep learning with representations of biological mechanisms will enable causal reasoning and provide mechanistic understanding required for disease intervention.
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