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).

• Improved eukaryotic detection compatible with large-scale automated analysis of metagenomes.

  PMID 37032329 · PMC10084625 · Microbiome · 2023 · 8 claims · 7 setups

  Has reproduction · 89

  MAPQ ≥30 filtering improves precision but substantially reduces recall, especially for unrepresented/divergent eukaryotic taxa

  eukdetect simulated zymobiomics read holdout mutation-rate

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 7 claims · 8 setups

  Has reproduction

  Tabular ML classifiers (TabNet, XGBoost, LightGBM) trained on tumor-only-derived features achieve state-of-the-art somatic vs germline classification, with AUC>94% on TCGA holdout and AUC>85% on metastatic melanoma.

  tcga metastatic tumor-only whole-exome wes copy-number