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).

• The indirect effect of mRNA-based COVID-19 vaccination on healthcare workers' unvaccinated household members.

  PMID 35246536 · PMC8897446 · Nature communications · 2022 · 5 claims · 4 setups

  Has reproduction

  mRNA-based COVID-19 vaccination of healthcare workers is associated with reduced SARS-CoV-2 infections among their unvaccinated adult household members (indirect effectiveness).

  vaccinated unvaccinated double observational

• 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

• Adaptive learning embedding features to improve the predictive performance of SARS-CoV-2 phosphorylation sites.

  PMID 37847658 · PMC10628388 · Bioinformatics (Oxford, England) · 2023 · 7 claims · 3 setups

  Has reproduction · 67

  PSPred-ALE, a deep learning predictor using a self-adaptive learning embedding algorithm, automatically extracts contextual sequence features and identifies SARS-CoV-2 phosphorylation sites without feature engineering.

  lung peptide same bulk deep traditional

• Dynamic Gene Attention Focus (DyGAF): Enhancing Biomarker Identification Through Dual-Model Attention Networks.

  PMID 40160891 · PMC11951896 · Bioinformatics and biology insights · 2025 · 6 claims · 5 setups

  Has reproduction · 44

  DyGAF, a dual-model attention neural network (independent Model A + dependent Model B), identifies and ranks genes by significance for COVID-19 biomarker discovery more effectively than differential expression analysis (DEA) and random forest (RF) feature selection

  nasopharyngeal same dygaf-ranked bulk differential random

• COVID-19 vaccination atlas using an integrative systems vaccinology approach.

  PMID 40456760 · PMC12130191 · NPJ vaccines · 2025 · 8 claims · 6 setups

  Has reproduction · 69

  mRNA vaccines induce transient but strong immune responses after booster doses

  pbmcs immune pbmc bulk gene principal