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The Lucid World Model (LucidWM) is proposed, which learns doubt from experience and propagates trust through imagination, which accumulates multiplicatively along imagined trajectories to reweight returns for policy learning and guide action selection.
GlobeReady is developed, a deployment-oriented platform powered by the RetiGlobe model and local feature augmentation that evaluates domain generalisability, Bayesian uncertainty quantification, out-of-distribution (OOD) detection, and feature-based case retrieval in medical imaging diagnostics.
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