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).

• 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

• Seasonality of influenza A(H3N2) virus: a Hong Kong perspective (1997-2006).

  PMID 18648550 · PMC2481298 · PloS one · 2008 · 7 claims · 4 setups

  Full-text index only

  Influenza A(H3N2) seasonality is largely explained by global viral migration, with similar viruses appearing in different countries at different times

  influenza same hong gene maximum-likelihood protein-coding