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).

• Wireless sensor network design with reliable and long network lifetime.

  PMID 41981015 · PMC13083951 · Scientific reports · 2026 · 8 claims · 2 setups

  Has reproduction · 65

  Three strategies (Single Copy, Double Copy, Hybrid) jointly address the four WSN design problems (coverage, sink placement/routing, activity scheduling, data routing) together with network reliability in a unified framework.

  simulated large-scale mixed-integer lagrangian

• Fractional ridge regression: a fast, interpretable reparameterization of ridge regression.

  PMID 33252656 · PMC7702219 · GigaScience · 2020 · 8 claims · 2 setups

  Has reproduction · 84

  Ridge regression can be reparameterized in terms of γ, the ratio between the L2-norms of the regularized and unregularized (OLS) coefficient solutions, defining 'fractional ridge regression' (FRR)

  simulated brain benchmarking linear

• Predicting failure rate of PCR in large genomes.

  PMID 18492719 · PMC2441781 · Nucleic acids research · 2008 · 7 claims · 8 setups

  Full-text index only

  The number of predicted primer-binding sites in genomic DNA is the most important factor determining PCR failure.

  genomic genome pcr combined large-scale exact-match mismatch-tolerant