01 · Gather
Collect the evidence base.
Ingest trials, papers, registries, molecular data, guidelines, and de-identified outcomes.
Sectors / Medical
Medicine knows more than any person can hold — and much of it conflicts.
Clinical trials, research papers, molecular databases, guidelines, and real-world outcomes evolve at different speeds. We connect the evidence, grade its strength, and preserve the uncertainty that decisions depend on.
Research
Medical evidence is split across publications, registries, molecular databases, clinical guidance, and real-world records. Results may fail to replicate, measure different endpoints, or apply only to the population originally studied.
A useful medical knowledge base must show not only the current answer, but why it is believed, where it does not generalize, and what evidence would change it. Uncertainty is part of the record, not something to hide.
Questions Worth a Clean Answer
Ask hard. Answer with clean data.
- Q01Which widely repeated findings still hold after retractions, failed replications, and population differences are accounted for?
- Q02When trial results and real-world outcomes disagree, which differences in population, protocol, or measurement explain the gap?
- Q03Which drug, gene, disease, and phenotype relationships are implied across studies but have not been examined directly?
The Method — A Continual Loop
Gather, organize, refine, test, prioritize — repeat.
02 · Organize
Link claims to evidence.
Connect interventions, populations, endpoints, mechanisms, and source provenance.
03 · Refine
Grade what holds up.
Merge duplicate findings, expose contradictions, and weight evidence by quality and relevance.
04 · Test
Check against new outcomes.
Evaluate claims on held-out cohorts, later trials, simulations, and real-world results where appropriate.
05 · Prioritize
Surface consequential gaps.
Rank findings and unanswered questions by clinical importance, urgency, and confidence.
The Cascade
Drug Repurposing Cascades.
How compounds discovered for one indication cascade through their real mechanisms into unexpected therapeutic uses — and reshape entire markets. A map of serendipity turned into pipeline strategy for 2026.
Compound / insight
Mechanism
Repurposed use
Industry shift
Select any node to trace its chain. Left to right: Compound / insight → Mechanism → Repurposed use → Industry shift.
What the Core Delivers
Knowledge you can act on.
- An evidence-graded medical record with claims linked directly to sources and populations.
- Contradictions, generalization limits, and research gaps made explicit.
- A prioritized set of hypotheses and evidence needs for researchers and care organizations.