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).
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Has reproduction · 98
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 · 7 claims · 6 setups
Updated synthetic contact matrices were generated for 177 geographical locations covering 97.2% of the world's population (up from 152 locations/95.9% in 2017).
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Has reproduction
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
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.