Can the claim, model or conclusion be trusted in this context?

• Executable Claim EngineTurn scientific statements into structured, rerunnable claims with population/context, intervention, comparator, outcome, evidence and reproducibility state.
• Scientific Unit TestsRun golden cases, invariants, calibration checks, failure cases and out-of-domain tests against exact scientific model versions.
• Model Credibility LedgerTrack multidimensional credibility without collapsing evidence into a universal score.
• Model Failure AtlasMake documented failure modes, severity, biological context and mitigations first-class model evidence.
• Scientific Model ArenaCompare compatible models on a user-defined benchmark under standardized versions, inputs, compute and hidden-label evaluation.
• Benchmark Contamination IntelligenceTrack sequence, scaffold, patient, publication, temporal and corpus-overlap leakage risks for benchmark claims.
• Adversarial Scientific ReviewConvene role-specific reviewers that are instructed to find weaknesses, disagreements and missing evidence before synthesis.
• Explicit Abstention EngineAllow analyses to conclude insufficient evidence, conflicting evidence, out-of-domain use, unavailable sources or non-reproducibility.
• Causal Evidence GraphSeparate causal, mechanistic, predictive and associative edges and attach evidence to every relationship.

How should evidence change belief, action and the next experiment?

• Bayesian Scientific Decision TwinRepresent programme beliefs explicitly and update them as evidence changes.
• Evidence DebtExpose unsupported assumptions, unresolved contradictions, stale evidence, surrogate dependencies and out-of-domain model use.
• Translational BridgeConnect genetics, mechanism, cell phenotype, animal evidence, PK/PD, biomarkers, patient populations and clinical outcomes in one lineage.
• Portfolio IntelligenceSurface correlated scientific risk across programmes, shared assumptions, common liabilities and reused out-of-domain models.
• Portfolio Counterfactual & Reversal EngineRecord what would need to become true to advance, stop, reopen or reverse a programme decision.
• Scientific EconomicsRank experiments and analyses by expected information gain relative to time, cost, burden and probability of changing a decision.

What changed, what is affected and what must be replayed?

• Scientific Change-Impact EngineTrace a changed model, paper, dataset or experiment through dependent claims, analyses, decisions and programmes.
• Automatic Scientific ReplayRe-run reproducible workflows against changed dependencies and diff scientific outputs rather than only software artifacts.
• Negative Science / Failure MemoryPreserve failed experiments, non-replications, terminated programmes and negative observations so they remain searchable and decision-relevant.
• Institutional Scientific MemoryAnswer why a past decision was made from the exact evidence, alternatives, dissent, model versions and reopening conditions available at that time.

Is this scientific asset qualified for its declared context of use?

• Scientific Qualification LifecycleMove scientific models from discovered to documented, reproduced, benchmarked, validated, context-qualified, monitored and retired using evidence gates.
• Model Qualification DossierGenerate context-of-use dossiers covering version, provenance, validation, applicability, known failures, uncertainty, change history and review.

How can evidence move safely across tools, organizations and reproducible snapshots?

• Federated Scientific OSBring governed computation to protected enterprise data while returning controlled evidence and provenance rather than centralizing raw data.
• Scientific Connector & MCP EcosystemExpose scientific tools and data systems through typed capability passports with version, license, compute, validation and context-of-use metadata.
• BioAtlas Evidence Protocol (BEP)Provide an open interoperable schema for claims, evidence, analyses, models, artifacts, uncertainty, contradictions, decisions and reviewers.
• Citable Scientific SnapshotsFreeze an immutable evidence/decision state with exact versions, hashes, reviewers and timestamp for reproducibility and citation.