Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Visualizing stability: a sensitivity analysis framework for t-SNE embeddings.

  PMID 41552665 · PMC12808344 · Frontiers in bioinformatics · 2025 · 8 claims · 5 setups

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  The Implicit Function Theorem, combined with automatic differentiation, can be used to efficiently compute the complete sensitivity Jacobian of a converged t-SNE embedding with respect to the input data, avoiding differentiation through the full iterative optimizer.

  bulk proteomics single-cell biological t-sne gaussian

• Ancient gene duplicates in Gossypium (cotton) exhibit near-complete expression divergence.

  PMID 24558256 · PMC3971588 · Genome biology and evolution · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  Nearly all (99.4%) ancient paralog pairs in Gossypium raimondii are differentially expressed in at least one of three tissues (petal, leaf, seed), indicating massive, near-complete expression-level divergence.

  gossypium transcripts uq-normalized differentially comparative coding bulk