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

• The archives are half-empty: an assessment of the availability of microbial community sequencing data.

  PMID 32859925 · PMC7455719 · Communications biology · 2020 · 8 claims · 5 setups

  Has reproduction · 95

  More than half of surveyed amplicon sequencing studies were affected by lack of data deposition, improper file formatting, or inconsistent labeling that impede reuse.

  microbiology randomly insdc v3-v4 literature manual repository

• Analytical code sharing practices in biomedical research.

  PMID 38983240 · PMC11232620 · PeerJ. Computer science · 2024 · 8 claims · 4 setups

  Has reproduction · 92

  Nearly half (49.9%) of 453 examined biomedical manuscripts failed to share the analytical code used to generate their results

  biomedical manuscripts journals subset bibliometric chi-square odds

• 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

• Extraction of human kinase mutations from literature, databases and genotyping studies.

  PMID 19758464 · PMC2745582 · BMC bioinformatics · 2009 · 7 claims · 6 setups

  Full-text index only

  A literature mining pipeline combining MutationFinder, false-positive filtering, and SVM-based classification can extract and disambiguate single-point mutation mentions from abstracts and full text

  pubmed large labeled swissprot literature supervised comparative