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).

• Projecting contact matrices in 177 geographical regions: An update and comparison with empirical data for the COVID-19 era.

  PMID 34310590 · PMC8354454 · PLoS computational biology · 2021 · 6 claims · 5 setups

  Has reproduction · 98

  Updated synthetic contact matrices extend coverage from 152 to 177 geographical locations using the most recent demographic, household, and socio-demographic data

  polymod geographical dhs age-structured bayesian synthetic rural-urban

• scMILD: Single-cell multiple instance learning for sample classification and associated subpopulation discovery.

  PMID 41907409 · PMC13019583 · iScience · 2026 · 8 claims · 8 setups

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  scMILD identifies condition-associated cells using only sample-level labels via a dual-branch MIL architecture with a shared encoder

  simulated lupus covid-19 ulcerative simulated mixture scrna-seq

• Assessing the impacts of COVID-19 vaccination programme's timing and speed on health benefits, cost-effectiveness, and relative affordability in 27 African countries.

  PMID 36882868 · PMC9991879 · BMC medicine · 2023 · 8 claims · 6 setups

  Has reproduction · 89

  Vaccination programmes with earlier start dates yield the most health benefits and lowest ICERs compared to late-starting programmes

  population-level age-structured same ethiopia dynamic epidemiological daly

• 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

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• AI-guided multi-omics analysis identifies NPC1-modulated susceptibility to SARS-CoV-2 infection under PM(2.5) exposure.

  PMID 41912520 · PMC13194984 · Nature communications · 2026 · 8 claims · 6 setups

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  A fine-tuned Geneformer (single-cell transcriptomics transformer) model classifies PM2.5 exposure status and generalizes better than BERT models trained from scratch, especially with limited data.

  lung fine-tuned biobank single-cell bulk gene

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 8 claims · 9 setups

  Has reproduction · 68

  GENEVA (Gene Expression Variance Analysis) is a semi-automated framework that mines large-scale public RNA-seq datasets to identify conditions associated with a gene's expression variance

  gtex genetic lncap heart rna-seq meta-analysis electronic

• Estimating the impact of reopening schools on the reproduction number of SARS-CoV-2 in England, using weekly contact survey data.

  PMID 34503493 · PMC8428960 · BMC medicine · 2021 · 8 claims · 6 setups

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  Reopening all schools under lockdown-equivalent conditions would likely substantially increase the reproduction number of SARS-CoV-2

  general england studies longitudinal age-stratified next-generation

• Characterizing gene perturbations in single cells via network divergence analysis.

  PMID 41965857 · PMC13249949 · Nature communications · 2026 · 8 claims · 8 setups

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  scDNS quantifies gene-specific functional perturbations by measuring Jensen-Shannon divergence between condition-specific gene interaction network configurations

  ipsc-derived embryonic panc-1 triple scrna-seq single-nucleus

• Agonal cell resuscitation strategy to promote tissue repair.

  PMID 41965918 · PMC13246746 · Nature communications · 2026 · 8 claims · 8 setups

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  Agonal cells upregulate endocytosis and SNARE-mediated vesicular transport machinery and phosphatidylserine receptor (PSR) genes, enhancing uptake of extracellular vesicles (EVs)

  ripk3-oe six wound hmlkl bulk single-cell flow