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nature-communications

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Reference implementation, full provenance dataset (7,004 experiments), and revision-ready submission package for the Nature Communications study 'Same Prompt, Different Answer: Hidden Non-Determinism in LLM APIs Undermines Scientific Reproducibility' (Rover et al., 2026, under Major Revision).

  • Updated Jul 7, 2026
  • Python

Kidney papilla Visium + snRNA-seq reproduction (Canela et al. Nat Commun 2023): label transfer · stone vs control spatial DE · mineralization ROI. GEO GSE206306/GSE231569 · RunPod/Colab ready.

  • Updated Jul 1, 2026
  • Python

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