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).

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  GRF identifies effective features that form highly connected sub-graphs on the underlying biological network

  synthetic tcga embryonic simulation sub-graph reproducibility

• 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

• Workflow sharing with automated metadata validation and test execution to improve the reusability of published workflows.

  PMID 36810800 · PMC9944229 · GigaScience · 2022 · 8 claims · 2 setups

  Has reproduction · 50

  Yevis is a system that builds a workflow registry with automated metadata validation and test execution before publication.

  workflow workflows feature proof-of-concept

• Machine learning and free energy clustering reveal PAH protein binding linked to AD risk.

  PMID 41953002 · PMC13053772 · iScience · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  PARP1, PTPN1, and ITGA4 are core PAH protein targets identified via PPI network analysis and XGBoost feature selection from AD-associated DEGs

  brain geo predicted gse44771 wgcna differential protein-protein

• Predicting positive p53 cancer rescue regions using Most Informative Positive (MIP) active learning.

  PMID 19756158 · PMC2742196 · PLoS computational biology · 2009 · 8 claims · 4 setups

  Full-text index only

  MIP active learning is a novel active learning method that preferentially seeks informative Positive (functionally active) examples rather than only maximizing classifier accuracy.

  engineered p53 computational yeast-based regional homology

• BaGPipe: an automated, reproducible, and flexible pipeline for bacterial genome-wide association studies.

  PMID 41896736 · PMC13147680 · BMC microbiology · 2026 · 7 claims · 8 setups

  Full-text index only

  BaGPipe is an automated, reproducible Nextflow pipeline that integrates pre-processing, Pyseer-based association analysis, and downstream visualisation into a unified bacterial GWAS workflow

  streptococcus staphylococcus aureus pneumoniae bacterial read amr

• 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