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Veridical data science.Proceedings of the National Academy of Sciences, 117(8):3920–3929

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.CL 1

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2026 1

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UNVERDICTED 1

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Green Shielding: A User-Centric Approach Towards Trustworthy AI

cs.CL · 2026-04-27 · unverdicted · novelty 7.0

Green Shielding introduces CUE criteria and the HCM-Dx benchmark to demonstrate that routine prompt variations systematically alter LLM diagnostic behavior along clinically relevant dimensions, producing Pareto-like tradeoffs in plausibility versus coverage.

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  • Green Shielding: A User-Centric Approach Towards Trustworthy AI cs.CL · 2026-04-27 · unverdicted · none · ref 17

    Green Shielding introduces CUE criteria and the HCM-Dx benchmark to demonstrate that routine prompt variations systematically alter LLM diagnostic behavior along clinically relevant dimensions, producing Pareto-like tradeoffs in plausibility versus coverage.