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).

• A robust data scaling algorithm to improve classification accuracies in biomedical data.

  PMID 27612635 · PMC5016890 · BMC bioinformatics · 2016 · 8 claims · 2 setups

  Has reproduction · 87

  Models trained on data scaled by the GL algorithm outperform models trained on data scaled by the Min-max or Z-score algorithms across 16 binary classification tasks, measured by AUROC and percentage of correct classification

  biomedical gene binary classification

• Antibiotic Drug screening and Image Characterization Toolbox (A.D.I.C.T.): a robust imaging workflow to monitor antibiotic stress response in bacterial cells in vivo.

  PMID 35707454 · PMC9178280 · F1000Research · 2021 · 8 claims · 6 setups

  Has reproduction · 88

  A.D.I.C.T. provides a robust, reproducible semi-automated imaging workflow for monitoring antibiotic stress response in bacteria in vivo

  shewanella area imagej2 brightfield live-cell shape

• SePaCS--a web-based application for classification of seroreactivity profiles.

  PMID 17478503 · PMC1933220 · Nucleic acids research · 2007 · 8 claims · 4 setups

  Full-text index only

  SePaCS is a freely available web-based tool that trains and applies multiple classification methods (4 Naive Bayes variants, SVM with RBF kernel, LDA, DLDA) to seroreactivity profiles and outputs results as a summary table plus a detailed PDF report

  blood computational seroreactivity supervised mutual

• The European Bioinformatics Institute's data resources: towards systems biology.

  PMID 15608238 · PMC539980 · Nucleic acids research · 2005 · 8 claims · 5 setups

  Full-text index only

  Since 2003 the EBI has launched new databases covering protein-protein interactions (IntAct), pathways (Reactome) and small molecules (ChEBI)

  proteins varies vertebrate newly macromolecular microarray protein-protein

• A network-guided protocol to discover susceptibility genes in genome-wide association studies using stability selection.

  PMID 36609152 · PMC9850185 · STAR protocols · 2023 · 5 claims · 5 setups

  Has reproduction · 92

  The protocol identifies genes that are both statistically associated with a phenotype and functionally interconnected in a biological network

  case-control gene-gene fictional familial snp-phenotype gene-level network-guided

• Saudi Arabian Y-Chromosome diversity and its relationship with nearby regions.

  PMID 19772609 · PMC2759955 · BMC genetics · 2009 · 8 claims · 5 setups

  Full-text index only

  Saudi Arabia differs from other Arabian Peninsula countries by a significantly higher presence of J2-M172 lineages.

  saudi same j1-m267 y-chromosome y-str amova

• Prediction of candidate primary immunodeficiency disease genes using a support vector machine learning approach.

  PMID 19801557 · PMC2780952 · DNA research : an international journal for rapid publication of reports on genes and genomes · 2009 · 6 claims · 3 setups

  Full-text index only

  An SVM trained on 69 binary features of known PID genes can accurately classify PID vs non-PID genes and predict novel candidate PID genes

  genome training svm support leave-one-out sensitivity

• Online Learning for Wearable EEG-Based Emotion Classification.

  PMID 36904590 · PMC10007607 · Sensors (Basel, Switzerland) · 2023 · 6 claims · 5 setups

  Has reproduction

  A lightweight online-learning pipeline trains subject-specific binary classifiers for Valence and Arousal from a streaming EEG source in real-time.

  amigos iii participants eeg-based behavioral

• Computer-aided identification of polymorphism sets diagnostic for groups of bacterial and viral genetic variants.

  PMID 17672919 · PMC1973086 · BMC bioinformatics · 2007 · 6 claims · 8 setups

  Full-text index only

  The Not-N algorithm, incorporated into the Minimum SNPs program, identifies small marker sets diagnostic for user-defined subgroups of genetic variants with 0% false negatives

  hcv campylobacter yersinia clostridium snp comparative cgh

• Gene Expression Analysis Platform (GEAP): A highly customizable, fast, versatile and ready-to-use microarray analysis platform.

  PMID 34927664 · PMC8754388 · Genetics and molecular biology · 2021 · 8 claims · 2 setups

  Has reproduction · 83

  GEAP is a GUI-based microarray analysis platform combining a C# front-end with an R (RTerm) back-end via the rgeap package, enabling analysis independent of manufacturer/platform.

  sqlite microarray software microarray

• An SVM-based system for predicting protein subnuclear localizations.

  PMID 16336650 · PMC1325059 · BMC bioinformatics · 2005 · 7 claims · 3 setups

  Full-text index only

  New kernels defined on k-peptide vectors mapped by BLOSUM62-based high-scored pair matrices (D1, D2, D3) improve SVM discrimination of protein subnuclear localization compared to conventional k-peptide encodings.

  single-localization multi-localization same svm sequence

• Computational analysis of the synergy among multiple interacting genes.

  PMID 17299419 · PMC1828751 · Molecular systems biology · 2007 · 8 claims · 3 setups

  Full-text index only

  Multivariate synergy of a set of factors with respect to a phenotype can be defined via the maximum-information partition, i.e., comparing the mutual information of the full set to the best achievable sum of mutual information over any partition into disjoint subsets.

  healthy biological hypothetical gene snp illustrative

• BiRNA-BERT allows efficient RNA language modeling with adaptive tokenization.

  PMID 41266599 · PMC12635123 · Communications biology · 2025 · 8 claims · 8 setups

  Has reproduction · 50

  BiRNA-BERT uses adaptive dual-tokenization that dynamically selects nucleotide-level (NUC) or byte-pair encoding (BPE) tokens based on input sequence length

  rfam plant lncrna-mirna sequences unsupervised mirna-lncrna length-binned

• MODBASE: a database of annotated comparative protein structure models and associated resources.

  PMID 16381869 · PMC1347422 · Nucleic acids research · 2006 · 8 claims · 7 setups

  Full-text index only

  MODBASE is a database of automatically calculated comparative protein structure models covering all UniProt sequences matchable to a known structure

  uniprot non-redundant complexes saccharomyces comparative pairwise domain-domain

• Macrel: antimicrobial peptide screening in genomes and metagenomes.

  PMID 33384902 · PMC7751412 · PeerJ · 2020 · 8 claims · 8 setups

  Has reproduction · 83

  Macrel is an end-to-end pipeline that predicts high-quality AMP candidates from peptides, contigs, or reads of (meta)genomes

  curated hemopi-1 xiao cd-hit random amp homology-aware

• Prediction of Antimicrobial Resistance in Gram-Negative Bacteria From Whole-Genome Sequencing Data.

  PMID 32528441 · PMC7262952 · Frontiers in microbiology · 2020 · 8 claims · 4 setups

  Has reproduction · 100

  WGS data enables prediction of antimicrobial resistance in Gram-negative bacteria using machine learning

  baumannii gram-negative in-house cchmc whole-genome xgboost antimicrobial

• Reusable building blocks in biological systems.

  PMID 30958230 · PMC6303794 · Journal of the Royal Society, Interface · 2018 · 8 claims · 4 setups

  Has reproduction · 82

  Biological systems can be decomposed into phenotypic building blocks (PBBs) via k-maximally reusable decompositions (k-MRD) that maximize average reusability across conditions.

  tissues conditions randomized est-based mirna randomization

• Interpretable and integrative analysis of single-cell multiomics with scMKL.

  PMID 40770488 · PMC12328712 · Communications biology · 2025 · 8 claims · 7 setups

  Has reproduction · 65

  scMKL combines multiple kernel learning with random Fourier features and group Lasso to jointly model transcriptomic and epigenomic single-cell data interpretably

  mcf-7 t-47d small prostate 10x scrna-seq sciatac-seq

• What's Genetic Variation Got to Do with It? Starvation-Induced Self-Fertilization Enhances Survival in Paramecium.

  PMID 32163147 · PMC7239694 · Genome biology and evolution · 2020 · 8 claims · 5 setups

  Has reproduction · 89

  Self-fertilization enhances heat shock resistance in P. tetraurelia in the absence of new genetic variation

  paramecium heat autogamy bulk

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining