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).

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

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 8 claims · 2 setups

  Has reproduction · 84

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

  simulated brain benchmarking linear

• Pharokka: a fast scalable bacteriophage annotation tool.

  PMID 36453861 · PMC9805569 · Bioinformatics (Oxford, England) · 2023 · 8 claims · 5 setups

  Has reproduction · 84

  Pharokka is a one-line, fast, scalable bacteriophage annotation tool producing standards-compliant outputs, installable via a two-line bioconda command

  enterobacteria staphylococcus crass-like predicted genome large-scale homology

• CLUES A Comprehensive Workflow for Integrating Geospatial Data in Biomedical Research.

  PMID 42128886 · PMC13172076 · Nature communications · 2026 · 8 claims · 5 setups

  Full-text index only

  CLUES is an open-source, end-to-end workflow that automates selection, download, harmonization, and linkage of open-access geospatial environmental data to individual-level biomedical data without requiring geospatial expertise.

  national copernicus digital norwegian large-scale download spatial

• TOFU-MAaPO: fast, scalable and reproducible analysis of large metagenome sequence data from the Sequence Read Archive.

  PMID 42277027 · PMC13260335 · Nature communications · 2026 · 8 claims · 5 setups

  Full-text index only

  TOFU-MAaPO yields significantly more high-quality MAGs than metaFun, nf-core/mag, and ATLAS due to integration of multiple complementary binning tools with unified MAGScoT refinement

  gut same uniquely metagenome quality assembly-free

• DupyliCate: mining, classifying, and characterizing gene duplications.

  PMID 42209743 · PMC13219399 · Scientific reports · 2026 · 8 claims · 8 setups

  Full-text index only

  DupyliCate is a Python tool for identifying and classifying gene duplication arrays, using BUSCO-based species-specific thresholds and offering integrated expression divergence and Ka/Ks analysis.

  arabidopsis thaliana brassicales phytozome sequence duplication runtime