Cleopas Russell Choga

From Multi-Omics Prediction to Clinical Workflow: An Interoperable, Bias-Audited, Human-in-the-Loop Decision-Support Framework for Precision Oncology

- Multi-omics survival models for precision oncology are increasingly capable of producing patient-level risk estimates, subtype projections and molecular explanations. Yet a model that performs adequately in retrospective validation is not automatically ready for clinical use. The translational problem is broader than...