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).

• Iterative class discovery and feature selection using Minimal Spanning Trees.

  PMID 15355552 · PMC520744 · BMC bioinformatics · 2004 · 7 claims · 5 setups

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  Iterating between MST-based clustering and t-statistic feature selection removes noise genes step-wise while sharpening the sample clustering

  simulated breast acute diffuse synthetic cdna microarray

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.

  PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups

  Has reproduction · 89

  Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.

  scale-free non-small embryonic simulation rna-seq

• An efficient method for multi-locus molecular haplotyping.

  PMID 17158153 · PMC1802573 · Nucleic acids research · 2007 · 7 claims · 6 setups

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  A novel molecular haplotyping method using limiting dilution, aliquot pre-screening, and tiling reconstruction can resolve haplotypes spanning many loci over long distances from a single individual's DNA.

  single agarose-embedded genotyping multiplexed monoplex primer-extension

• Estimation of relevant variables on high-dimensional biological patterns using iterated weighted kernel functions.

  PMID 18509521 · PMC2396875 · PloS one · 2008 · 7 claims · 6 setups

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  wKIERA combines a weighted-kernel discriminant (kernel perceptron) with an iterative stochastic probability estimation-of-distribution algorithm to estimate a relevance distribution over variables

  serum colon glioblastoma synthetic seldi-tof gene computational

• Personalized medicine: the future is not what it used to be.

  PMID 19958922 · PMC2844719 · Surgery · 2009 · 8 claims · 8 setups

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  Many rare tumors harbor a genomic Achilles heel that can be exploited for targeted therapy

  sw13 h295r drosophila acc drug synthetic gene

• Identification and characterization of HLA-A*0301 epitopes in HIV-1 gag proteins using a novel approach.

  PMID 19903485 · PMC2836169 · Journal of immunological methods · 2010 · 7 claims · 7 setups

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  PS mutations V7I and I34L (p17) and K403R (p7) in HIV-1 gag significantly correlate with HLA-A*0301

  hiv-1-infected genomic hiv-1 hla-a*0301 statistical pcr gag