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).

• Machine learning reveals microbial interactions driving plastic degradation across plastisphere environments.

  PMID 41657981 · PMC12876002 · Frontiers in microbiology · 2025 · 6 claims · 7 setups

  Has reproduction · 87

  Wastewater plastispheres harbor the most diverse and compositionally even microbial communities among the three habitats.

  ocean wastewater surface plastisphere 16s alpha beta

• Graph-Based Approaches Significantly Improve the Recovery of Antibiotic Resistance Genes From Complex Metagenomic Datasets.

  PMID 34690959 · PMC8528159 · Frontiers in microbiology · 2021 · 8 claims · 6 setups

  Has reproduction · 75

  GraphAMR, a Nextflow pipeline that aligns AMR profile HMMs (or AA sequences) to metagenomic assembly graphs via PathRacer, then dereplicates and annotates hits, recovers more and more complete AMR genes than contig-based or read-based methods.

  urban soil ncbi profile metagenomic amr

• PHA4GE quality control contextual data tags: standardized annotations for sharing public health sequence datasets with known quality issues to facilitate testing and training.

  PMID 38860884 · PMC11261899 · Microbial genomics · 2024 · 7 claims · 3 setups

  Has reproduction · 75

  PHA4GE developed a set of standardized contextual data tags (five fields plus controlled-vocabulary terms) for annotating pathogen sequence datasets with known quality issues.

  fda pha4ge genomic metagenomic community ontology

• Performance of methods for SARS-CoV-2 variant detection and abundance estimation within mixed population samples.

  PMID 36721781 · PMC9884472 · PeerJ · 2023 · 8 claims · 4 setups

  Has reproduction · 50

  Kallisto was the most accurate VCE on simulated data, having the lowest RRMSE, followed by Freyja

  sars-cov-2 publicly simulated simulated amplicon-based variant

• Intra-Host Co-Existing Strains of SARS-CoV-2 Reference Genome Uncovered by Exhaustive Computational Search.

  PMID 37243151 · PMC10224212 · Viruses · 2023 · 8 claims · 7 setups

  Has reproduction · 100

  An exhaustive-search workflow can recover intra-host co-existing SARS-CoV-2 strains from the reference-genome read set (SRR11092062) that de Bruijn-graph assemblers discard.

  sars-cov-2 spike predicted california short-read read sequence