Saumya Panda

Evidence-constrained mechanistic synthesis for pre-calibration perturbation inference

This paper introduces ECMS, a pre-calibration framework that uses mechanistic synthesis to evaluate biomedical evidence before full calibration, demonstrating its ability to handle heterogeneous data and preserve falsifiability.