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).

• Prediction of catalytic residues using Support Vector Machine with selected protein sequence and structural properties.

  PMID 16790052 · PMC1534064 · BMC bioinformatics · 2006 · 8 claims · 7 setups

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  The Sequential Minimal Optimization (SMO) SVM algorithm was the best-performing classifier among 26 WEKA classifiers for predicting catalytic residues

  benchmarking same pirsf pdb supervised wrapper sequence

• RUMINA: high-throughput deduplication of unique molecular identifiers for amplicon and whole-genome sequencing with enhanced error correction.

  PMID 41734278 · PMC12975283 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 4 setups

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  RUMINA improves detection accuracy of ultra-low frequency SNVs (0.01%-1%) compared to UMI-tools and UMICollapse

  hiv simulated empirical clinical simulated umi iclip

• Predicting the protein interaction landscape of a free-living bacterium with pooled-AlphaFold3.

  PMID 41559189 · PMC13047044 · Molecular systems biology · 2026 · 8 claims · 6 setups

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  Pooled-AlphaFold3 prediction improves accuracy of genome-scale PPI screens compared to a paired approach while reducing inference time (~2-fold) and job count (~100-fold)

  mycoplasma subset genitalium simulated pooled paired benchmarking

• annotate_my_genomes: an easy-to-use pipeline to improve genome annotation and uncover neglected genes by hybrid RNA sequencing.

  PMID 36472574 · PMC9724561 · GigaScience · 2022 · 7 claims · 8 setups

  Has reproduction · 78

  annotate_my_genomes is an easy-to-use genome-guided pipeline that uses hybrid (PacBio+Illumina) assembled transcripts to distinguish coding genes from long non-coding RNAs and reconcile them with prior annotations.

  chick real simulated pacbio illumina hybrid