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

• 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

• 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

• 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

• 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

• 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

• Analyzing biomarker discovery: Estimating the reproducibility of biomarker sets.

  PMID 35901020 · PMC9333302 · PloS one · 2022 · 7 claims · 3 setups

  Has reproduction · 83

  A Reproducibility Score, RS(D,BD), defined as the average Jaccard overlap between biomarker sets found by the same discovery process on comparable datasets from the same distribution, quantifies biomarker reproducibility on a 0-1 scale

  breast tcga-brca snp gene mrnaseq snp

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• MirDIP 5.2: tissue context annotation and novel microRNA curation.

  PMID 36453996 · PMC9825511 · Nucleic acids research · 2023 · 7 claims · 6 setups

  Has reproduction · 89

  mirDIP 5.2 removed eight outdated resources, added miRNATIP, and ran five prediction algorithms against miRBase and mirGeneDB miRNAs to expand and improve interaction coverage

  mirnas disease novel type mirna small bulk

• miRGen: a database for the study of animal microRNA genomic organization and function.

  PMID 17108354 · PMC1669779 · Nucleic acids research · 2007 · 8 claims · 6 setups

  Full-text index only

  miRGen is an integrated database combining Genomics, Targets, and Clusters interfaces to study miRNA genomic organization and function across 11 animal genomes

  animal genome mouse-human mirna genomic mirna cross-species

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

  PMID 18948282 · PMC2686492 · Nucleic acids research · 2009 · 8 claims · 8 setups

  Full-text index only

  MODBASE contains 5,152,695 reliable comparative protein structure models for 1,593,209 unique protein sequences.

  sequences chains template chain comparative pairwise ligand