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herry423/bionexus-reliability

v1.0.0-rc.2Apache-2.0

Scientific Reliability Layer & Scientific Warrant Engine for AI Agents (Warrant-First Evidence Assessment, Fail-Closed Invariants, Evidence-Capped Claims, Zero Silent Substitution).

single-cell-rna-qc

scverse scRNA gold chain on .h5ad/.h5 — inspect, convert, MAD QC, optional scanpy.pp.scrublet, preprocess, Harmony/ComBat, PCA-UMAP-Leiden, Wilcoxon markers, subset, pseudobulk, pydeseq2, stable plots. Use when the user has scRNA-seq counts. Does not assign cell-type labels. rank_genes_groups is not condition DE. Do not call local doublet/ambient helpers SoupX, CellBender, or scDblFinder.

Read SKILL.md at the source

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