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).

• In silico segmentations of lentivirus envelope sequences.

  PMID 17376229 · PMC1847453 · BMC bioinformatics · 2007 · 8 claims · 8 setups

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  C and V regions of lentivirus SU sequences have distinct statistical (oligonucleotide/amino-acid) compositions that HMMs can learn and use to delimit them.

  eiav hiv hmm-based hmm artificial

• Epistemic uncertainty challenges aging clock reliability in predicting rejuvenation effects.

  PMID 39072888 · PMC11561706 · Aging cell · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  DNA methylation profiles observed across cellular reprogramming are poorly represented in the training data of existing aging clocks, introducing high out-of-distribution/epistemic uncertainty in their age estimates

  males skin liver linear dnam epigenetic

• A Decentralized Kidney Transplant Biopsy Classifier for Transplant Rejection Developed Using Genes of the Banff-Human Organ Transplant Panel.

  PMID 35619722 · PMC9128066 · Frontiers in immunology · 2022 · 6 claims · 6 setups

  Has reproduction · 90

  A random forest model trained solely on B-HOT panel genes (B-HOT Model) accurately classifies kidney transplant biopsies as NR, ABMR, or TCMR.

  kidney gene combined microarray machine sequential

• FLYNC: a machine-learning-driven framework for discovering long noncoding RNAs in Drosophila melanogaster.

  PMID 41551930 · PMC12805895 · NAR genomics and bioinformatics · 2026 · 7 claims · 8 setups

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  FLYNC, an explainable boosting machine (EBM) model, accurately predicts the probability that a newly identified RNA transcript in D. melanogaster is a lncRNA

  melanogaster drosophila automated ebm hyperparameter

• Malignant perinatal variant of long-QT syndrome caused by a profoundly dysfunctional cardiac sodium channel.

  PMID 19808432 · PMC2725366 · Circulation. Arrhythmia and electrophysiology · 2008 · 8 claims · 7 setups

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  G1631D causes profound cardiac sodium channel dysfunction: markedly slowed inactivation (~10-fold), increased persistent current, depolarized voltage dependence of activation/inactivation, and slowed recovery from inactivation

  newborn tsa201 perinatal genetic whole-cell single-channel