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).

• Metappuccino: large language model-driven reconstruction of sequence read archive metadata for cancer research.

  PMID 42057294 · PMC13148957 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

  Full-text index only

  Metappuccino reconstructs 19 metadata classes by combining deterministic rule-based extraction/normalization (for explicit context) with LoRA-specialized Mistral-7B-Instruct completion (for missing/ambiguous fields)

  ncbi sra metadata llm-based rule-based

• Curation of over 10 000 transcriptomic studies to enable data reuse.

  PMID 33599246 · PMC7904053 · Database : the journal of biological databases and curation · 2021 · 8 claims · 6 setups

  Has reproduction · 80

  Gemma is a curated database and bioinformatics system that addresses metadata, probe annotation, and expression data inconsistencies in GEO to enable transcriptomic data reuse

  microarray curated geo microarray rna-sequencing probe-to-gene

• Human methylome variation across Infinium 450K data on the Gene Expression Omnibus.

  PMID 33937763 · PMC8061458 · NAR genomics and bioinformatics · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Among annotated HM450K GEO samples, about two-thirds were from blood, one-quarter from brain, and about one-third were from cancer patients.

  hm450k geo seven dnam beadarray regular-expression-based

• metaFun: An analysis pipeline for metagenomic big data with fast and unified functional searches.

  PMID 41530917 · PMC12818822 · Gut microbes · 2026 · 8 claims · 8 setups

  Full-text index only

  metaFun is an open-source, end-to-end Nextflow/Apptainer pipeline integrating quality control, taxonomic profiling, functional profiling, de novo assembly, binning, genome assessment, comparative genomics, network analysis, and strain-level microdiversity analysis into a unified framework

  simulated selected gut mags novo binning pangenome-based