Gates / DTL / StatsGate

StatsGate

Open source

Detects impossible or internally inconsistent statistics using GRIM and p-value consistency checks.

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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

StatsGate runs inside DTL

DTL

Deterministic Taxonomy Lanes

Is this output or decision allowed?

DTL routes an output or decision into a defined verification lane, applies machine-readable rules, and returns a categorical result with the reasoning recorded. It does not score confidence. It decides, or it declines to decide.

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.