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non-determinism

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Do LLM non-determinism and deployment-stack variation alter the conclusions of environmental-health meta-analyses? 36,000 LLM calls across 6 deployment stacks, with a pre-registered dual-human validation of the gold standard.

  • Updated Jul 30, 2026
  • Python

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