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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Rebecca Lewandowski

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Open access Aug 2026

The multi-omics fallacy in microbiome science

A model-to-mechanism burden of proof is proposed that distinguishes prediction from explanation, imputation from observation, attribution from causality, cross-layer coherence from mechanism, and diagnostic performance from biological validity to strengthen, not constrain, computational microbiome science.

Rebecca Lewandowski · 0 citations

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