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).

• Non-linear mapping for exploratory data analysis in functional genomics.

  PMID 15661072 · PMC548129 · BMC bioinformatics · 2005 · 8 claims · 8 setups

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  A relaxation method for non-linear mapping adapts one pair of points per step rather than all points at once, and was originally shown by Chang and Lee to outperform Sammon's mapping in cluster detection effectiveness and computational efficiency.

  leukaemia small srbct brain relaxation self-organising sammon's

• Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 7 claims · 2 setups

  Has reproduction · 84

  Ridge regression can be reparameterized in terms of the fraction γ between the L2-norms of the regularized and unregularized coefficient solutions (fractional ridge regression, FRR).

  synthetic brain benchmarking general

• A genomic pathway approach to a complex disease: axon guidance and Parkinson disease.

  PMID 17571925 · PMC1904362 · PLoS genetics · 2007 · 8 claims · 5 setups

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  A genomic pathway approach using axon-guidance pathway SNPs strongly predicts PD susceptibility, survival free of PD, and age at onset of PD

  cases patients postmortem whole-genome cox linear