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).

• Wide-Open: Accelerating public data release by automating detection of overdue datasets.

  PMID 28594819 · PMC5464523 · PLoS biology · 2017 · 7 claims · 5 setups

  Has reproduction · 74

  Wide-Open is a general text-mining approach that automatically detects overdue datasets by scanning PubMed articles for dataset accession identifiers and querying repositories to determine if the datasets remain private.

  open-access geo sra text database web

• PubMatrix: a tool for multiplex literature mining.

  PMID 14667255 · PMC317283 · BMC bioinformatics · 2003 · 8 claims · 3 setups

  Full-text index only

  PubMatrix is a web-based CGI tool that queries PubMed with two lists of terms (search terms vs modifier terms) and returns a matrix of pairwise co-occurrence frequency counts

  pubmed ovarian genome literature cdna

• The systematic assessment of completeness of public metadata accompanying omics studies in the Gene Expression Omnibus data repository.

  PMID 40926267 · PMC12421755 · Genome biology · 2025 · 8 claims · 3 setups

  Has reproduction · 99

  Over 25% of critical metadata are omitted, with only 74.8% of relevant phenotypes available in publications or public repositories.

  randomly repository genomics manual automated large-scale

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned