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
Online Learning for Wearable EEG-Based Emotion Classification.
PMID 36904590 · PMC10007607 · Sensors (Basel, Switzerland) · 2023 · 6 claims · 5 setups
A lightweight online-learning pipeline trains subject-specific binary classifiers for Valence and Arousal from a streaming EEG source in real-time.
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Full-text index only
Computational analysis of the synergy among multiple interacting genes.
PMID 17299419 · PMC1828751 · Molecular systems biology · 2007 · 8 claims · 3 setups
Multivariate synergy of a set of factors with respect to a phenotype can be defined via the maximum-information partition, i.e., comparing the mutual information of the full set to the best achievable sum of mutual information over any partition into disjoint subsets.
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Has reproduction · 65
Interpretable and integrative analysis of single-cell multiomics with scMKL.
PMID 40770488 · PMC12328712 · Communications biology · 2025 · 8 claims · 7 setups
scMKL combines multiple kernel learning with random Fourier features and group Lasso to jointly model transcriptomic and epigenomic single-cell data interpretably
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Full-text index only
Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.
PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups
ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.