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1. Maritime-Intent-ProbeMaritime-Intent-ProbePublic

   Maritime Intent Probe is a Phase 1 research programme on construct validity in neural probing. It introduces BC1 and uses a preregistered maritime routing counterexample to establish the identifiab…

   Python

2. Inferential-Fidelity-FrameworkInferential-Fidelity-FrameworkPublic

   formalizes evidence-preserving transformations through a monotone qualification algebra. Copyright 2026 K.J. Ombrellaro

   Python

3. Benchmark-Stewardship_NOHARM_MASTBenchmark-Stewardship_NOHARM_MASTPublic

   formalizes benchmark validity through evidence-preserving evaluation and uncertainty-aware monitoring. It develops statistically calibrated stewardship methods that distinguish genuine model change…

   Python

4. Darcy-Construct-BenchmarkDarcy-Construct-BenchmarkPublic

   Certifies that AI used for EIT preserves clinically meaningful information about lung recruitment and ventilation, not just accurate voltage predictions. Copyright 2026 Katherine J. Ombrellaro

   Python

5. TransformerLens-Training-ControlsTransformerLens-Training-ControlsPublic

   Dev Merged_TransformerLens compatibility layer for a maritime routing model trained from scratch, with numerically verified weight conversion preserving logits exactly. Enables activation patching,…

   Python

6. COPD-Prevalence-Pipeline_Federated-ExtensionCOPD-Prevalence-Pipeline_Federated-ExtensionPublic

   Pipeline for Derivation of Bayesian COPD Prevalence across Population Health Studies and calculation of BOD Metrics, extending my work from the Robert Koch Institute, Est. 1891