StatsGate
Open sourceDetects impossible or internally inconsistent statistics using GRIM and p-value consistency checks.
What it checks
- GRIM consistency of reported means
- p-value and test-statistic agreement
- Impossible summary statistics
What it does not check
- It finds arithmetic impossibility, not fraud, and not poor study design.
Where it sits
DTL
StatsGate runs inside DTL
Deterministic Taxonomy Lanes
Is this output or decision allowed?
Checks a decision against the rules that apply to it and returns one answer: yes, no, send it to a person, or cannot tell. It does not score confidence. It decides, or it declines to decide, and records why either way.
acceptblockreviewabstainpending evidence
Evidence
Every verdict leaves a record
| Property | Behaviour |
|---|---|
| Determinism | The same input produces the same verdict. A result that does not reproduce is treated as a defect. |
| Signing | Verdicts are Ed25519 signed and anchored in a tamper-evident chain. |
| Replay | A sealed pack can be re-run later to detect verification drift. |
| Availability | Fail-closed. If this gate cannot be reached, the result is recorded as unavailable, never as a pass. |
| Independence | A third party can verify a pack without our source code and without contacting us. |
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Run it against your own cases
The audit protocol is public. You do not need our permission, our source or our involvement to test a gate and publish what you find.