DCFN - Bio reads the bio-literature alongside its citation graph + pathway data and surfaces structural gaps in biomarker / mechanism research — where reproducibility is at risk, where the next translational bet is structurally plausible, and which load-bearing foundations are citation-stale vs absorbed-into-the-field. The engine doesn't run trials. It surfaces where the trials should land.
View ReportsPrimary literature corpus via NCBI E-utilities. Full citation graph + abstract text + MeSH terms.
Full-text articles via NCBI PMC’s BioC service — not just abstracts. The engine reads methods and results, where reproducibility risk and load-bearing claims actually live.
Pathway and mechanism databases. Used to anchor the engine's structural reading of mechanism claims to validated pathway topology.
Preprint servers (via Europe PMC). Surfaces the newest, not-yet-peer-reviewed work so the structural read isn't blind to the leading edge.
Directory of Open Access Journals. Broadens the corpus with peer-reviewed open-access literature beyond the PubMed index.
A biomarker, mechanism, pathway, or paper. Guided fields assemble a clean query for you, or switch to free entry to frame it yourself.
A focused structural read of your biomarker / mechanism / pathway query — Landscape Briefing + Methodology Audit, one anchor in. Request a Try-It code and run the engine on your own question: 3 runs, on the house — one-time, they don’t reset.
License the engine for your field — or exclusively, to lock competitors out of your market.
Run the engine sealed inside your own confidential-compute environment.