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Submit preprint or research question
Via inquiry form or paid brief. Single paper or topic-scoped search.
Research Intelligence · beta
Don't read every preprint. Read the ones that win.
Brown Biotech Research Intelligence applies multi-model pairwise tournament ranking to longevity science preprints — so you get decision-ready candidates, not a reading list.
PRISMA 2020 + RAISE compliant. Qualitative reasoning layer on top of automated extraction — same evidence standards as Cochrane, designed for biotech and longevity decision-makers.
How it works
Four steps from preprint stack to ranked shortlist.
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AI Impact Assessment
Claude Opus 4.6 Impact Assessment generated from full PDF — novelty, methodology, potential impact, limitations.
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Pairwise tournament
Head-to-head comparison within category. Three-model rotation (GPT-5.2, Claude Opus 4.6, Gemini 3.1 Pro).
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TrueSkill-ranked report
Decision-ready output: ranked candidates, AI ratings, confidence intervals, next-action guidance.
Core capabilities
The infrastructure behind every ranking.
TrueSkill Ranking
Bayesian skill estimation — same algorithm used by Kurate.org. Papers ranked by TrueSkill (mu - 3σ) mapped to Elo-style scale centered at 1200.
Pairwise Tournament
Multi-model round-robin evaluation across novelty, methodological rigor, real-world applications, breadth of impact, and timeliness.
Positional Bias Correction
50% random pair-order flip before LLM evaluation. Eliminates first-presented-paper preference bias.
Decision-Ready Briefs
Not a ranking list — a ranked candidate report with AI Impact Assessment, confidence intervals, and ranked papers with next-action guidance.
PRISMA 2020 + RAISE Compliance
Every brief follows PRISMA 2020 reporting standards and RAISE responsible-AI guidelines — same frameworks used by Cochrane and HTA agencies.
Coverage
Focused on longevity science. Not the entire arXiv dump.
While Kurate covers 32 general science categories, Brown Biotech Research Intelligence is scoped to the categories that matter for longevity and aging research:
BiomoleculesCell BehaviorGenomicsMolecular NetworksNeurons and CognitionPopulations and EvolutionQuantitative MethodsSubcellular ProcessesTissues and OrgansComputers and SocietyCryptography and SecurityInformation Theory
Integrated with paid briefs
Research Tournament Intelligence is a Brown Biotech paid brief.
This is not a self-serve SaaS. It's a paid intelligence service — you submit the question, we deliver the ranked shortlist with AI Impact Assessments and TrueSkill confidence intervals. Same brief intake as peptide-service and AI drug discovery.
Route preview
Request Research Intelligence Brief
Tell us your research question, target category, or preprint set. We'll deliver a PRISMA-RAISE compliant, TrueSkill-ranked shortlist with AI Impact Assessments and decision-ready recommendations.
What is your research question or hypothesis?
Which category or topic area should we focus on?
Do you have a specific preprint set, or should we search arXiv?
What outcome would make this useful — top-10 ranked list, full tournament report, or something else?
24h response targetShort intake, clear next step
Submissions are routed into the Brown Biotech Notion intake hub.
Triage preview
Send a concise project brief
Share just enough context to route the request well. You'll see the route, owner, approval gate, and next action after submit.