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

• Integration of text- and data-mining using ontologies successfully selects disease gene candidates.

  PMID 15767279 · PMC1065256 · Nucleic acids research · 2005 · 7 claims · 6 setups

  Full-text index only

  Integrating eVOC anatomical ontology-based text-mining of PubMed abstracts with data-mining of gene expression annotation successfully selects and prioritizes candidate disease genes

  biomedical refseq training independent text-mining data-mining candidate

• PolySearch: a web-based text mining system for extracting relationships between human diseases, genes, mutations, drugs and metabolites.

  PMID 18487273 · PMC2447794 · Nucleic acids research · 2008 · 8 claims · 7 setups

  Full-text index only

  PolySearch supports more than 50 different classes of queries against nearly a dozen types of text, abstract, or bioinformatic databases

  manually biomedical text feature real-life

• SuperCYP: a comprehensive database on Cytochrome P450 enzymes including a tool for analysis of CYP-drug interactions.

  PMID 19934256 · PMC2808967 · Nucleic acids research · 2010 · 8 claims · 6 setups

  Full-text index only

  SuperCYP is a comprehensive relational database aggregating CYP enzyme, drug metabolism, SNP/mutation, and structural information from literature and web resources.

  scientific pubmed cyp-drug cyp text mutation manual

• Inherited disorder phenotypes: controlled annotation and statistical analysis for knowledge mining from gene lists.

  PMID 16351744 · PMC1866390 · BMC bioinformatics · 2005 · 5 claims · 3 setups

  Full-text index only

  OMIM Clinical Synopsis free-text phenotype and location names can be normalized and hierarchically structured into a controlled vocabulary suitable for computational analysis

  omim gene text statistical gene

• Tracing truth: dynamic temporal networks for multi-modal fake news detection.

  PMID 40989433 · PMC12453775 · PeerJ. Computer science · 2025 · 8 claims · 5 setups

  Has reproduction · 33

  The proposed dynamic temporal network (DTN) model improves multi-modal fake news detection accuracy by capturing temporal dynamics of propagation nodes and dynamically fusing multi-modal information.

  news news-related users social text image social

• BRENDA, AMENDA and FRENDA: the enzyme information system in 2007.

  PMID 17202167 · PMC1899097 · Nucleic acids research · 2007 · 7 claims · 6 setups

  Full-text index only

  BRENDA is the largest publicly available enzyme information system worldwide, manually curated from primary literature and covering all identified enzymes regardless of source.

  pubmed randomly enzyme full text-mining manual transmembrane

• 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

• Genome annotation errors in pathway databases due to semantic ambiguity in partial EC numbers.

  PMID 16034025 · PMC1179732 · Nucleic acids research · 2005 · 7 claims · 4 setups

  Full-text index only

  Partial EC numbers are semantically ambiguous, and databases that assign a gene to all reactions sharing the same partial EC number make a faulty inference, causing systematic misannotation.

  e.coli biocyc vimss specific database comparative manual

• CGMIM: automated text-mining of Online Mendelian Inheritance in Man (OMIM) to identify genetically-associated cancers and candidate genes.

  PMID 15796777 · PMC1274267 · BMC bioinformatics · 2005 · 8 claims · 2 setups

  Full-text index only

  CGMIM is a Perl program that text-mines OMIM entries to identify cancer-gene associations and genetically-related cancer type pairs.

  omim automated manual

• The Mammalian Phenotype Ontology as a tool for annotating, analyzing and comparing phenotypic information.

  PMID 15642099 · PMC549068 · Genome biology · 2005 · 7 claims · 1 setups

  Full-text index only

  The MP Ontology enables robust, standardized annotation of mammalian phenotypes for mutations, QTLs, and strains used as models of human biology and disease.

  genome free-text

• 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

• An informatics research platform to make public gene expression time-course datasets reusable for more scientific discoveries.

  PMID 33247935 · PMC7698665 · Database : the journal of biological databases and curation · 2020 · 8 claims · 6 setups

  Has reproduction · 75

  GETc enables discovery and visualization of time-course gene expression data and analytical results from GEO

  geo time-course researcher filtered regular metamap ode-based

• 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

• QTL MatchMaker: a multi-species quantitative trait loci (QTL) database and query system for annotation of genes and QTL.

  PMID 16381937 · PMC1347390 · Nucleic acids research · 2006 · 8 claims · 5 setups

  Full-text index only

  QTL MatchMaker integrates QTL information with physical, genetic and cytogenetic maps across human, mouse and rat genomes

  pubmed ucsc laser-captured literature genome comparative

• SysPIMP: the web-based systematical platform for identifying human disease-related mutated sequences from mass spectrometry.

  PMID 19036792 · PMC2686442 · Nucleic acids research · 2009 · 8 claims · 7 setups

  Full-text index only

  SysPIMP is a web-based platform integrating disease mutation databases with X!Tandem and BLAST to identify disease-related mutated proteins from MS results

  omim pmd swissprot msipi database sequence tandem

• A biomedically enriched collection of 7000 human ORF clones.

  PMID 18231609 · PMC2211400 · PloS one · 2008 · 8 claims · 4 setups

  Full-text index only

  Produced and made available over 7000 fully sequence-verified plasmid ORF clones representing over 3400 unique human genes, in both closed (stop codon) and fusion (no stop codon) formats.

  genes mgc plasmid literature pcr sequence

• Improved mutation tagging with gene identifiers applied to membrane protein stability prediction.

  PMID 19758467 · PMC2745585 · BMC bioinformatics · 2009 · 8 claims · 4 setups

  Full-text index only

  MutationTagger achieves 87% F-measure for the mutation retrieval task on a benchmark dataset

  pubmed uniprot five mutation gene sequence

• 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

• aCLImatise: automated generation of tool definitions for bioinformatics workflows.

  PMID 33325479 · PMC8016486 · Bioinformatics (Oxford, England) · 2021 · 6 claims · 3 setups

  Has reproduction · 93

  aCLImatise automatically generates workflow-language tool definitions by parsing a command-line tool's help output

  samtools single bioconda automated large-scale