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).

• Information extraction from full text scientific articles: where are the keywords?

  PMID 12775220 · PMC166134 · BMC bioinformatics · 2003 · 8 claims · 5 setups

  Full-text index only

  The keyword content of the five article sections (A, I, M, R, D) is heterogeneous, i.e., different sections carry different kinds of information.

  corpus same articles keyword validation qualitative

• A workflow reproducibility scale for automatic validation of biological interpretation results.

  PMID 37150537 · PMC10164546 · GigaScience · 2022 · 8 claims · 4 setups

  Has reproduction · 100

  Comparing output files by checksum alone is insufficient to verify reproducibility, since checksums can differ even when the underlying biological interpretation is unchanged

  nf-core sam vcf workflow checksum biological workflow

• Identification of "pathologs" (disease-related genes) from the RIKEN mouse cDNA dataset using human curation plus FACTS, a new biological information extraction system.

  PMID 15115540 · PMC420239 · BMC genomics · 2004 · 6 claims · 3 setups

  Full-text index only

  Bioinformatic sequence comparison of 60,770 RIKEN FANTOM2 mouse cDNA clones identified 2,578 sequences with 70-85% identity to known human disease genes/proteins

  riken medline sequence manual semi-automated

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• Metagenomic Assessment of Full-Scale Wastewater Treatment Plants Identifies Sentinel Antibiotic Resistance Gene Families for Monitoring Reclaimed Wastewater and Treated Sludge.

  PMID 41636304 · PMC12918712 · Environmental science & technology · 2026 · 7 claims · 6 setups

  Full-text index only

  Reclaimed effluents show lower AMR exposure (<0.5 ARGs/cell) than typically reported for secondary effluents

  influent card pubmlst targeted shotgun arg

• An NMF-Based Methodology for Selecting Biomarkers in the Landscape of Genes of Heterogeneous Cancer-Associated Fibroblast Populations.

  PMID 32425511 · PMC7218276 · Bioinformatics and biology insights · 2020 · 8 claims · 6 setups

  Has reproduction · 84

  An integrated methodology combining nonnegative matrix factorization (NMF), the WebGestalt functional enrichment tool, and an ad hoc gene extraction procedure automatically identifies informative gene subsets from microarray data matrices that differ in number of genes (rows) and patients (columns)

  caf bone extracted microarray functional

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• De novo assembly of a transcriptome for Calanus finmarchicus (Crustacea, Copepoda)--the dominant zooplankter of the North Atlantic Ocean.

  PMID 24586345 · PMC3929608 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 59

  A de novo transcriptome for Calanus finmarchicus was assembled from six developmental-stage libraries, yielding 206,041 contigs and a reference set of 96,090 unique comps, representing a new molecular resource for this species.

  calanus pooled raw combined bulk extraction read

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

  Full-text index only

  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation