The Mechanism · Gated-generation receipt

gen-what-is-the-significance-of-a-chi-squared-test-answer-concis-a7f7

stable pending witness
2026-05-29 02:33:11 UTC · anthropic/claude-sonnet-4-5

Prompt

What is the significance of a chi-squared test? Answer concisely in 2-3 sentences.
82 chars

Generation

The chi-squared test is a statistical method used to determine whether there is a significant association between categorical variables or whether observed data differs from expected values. It helps researchers assess if differences between groups are due to chance or represent a real relationship. The test is widely used in fields like genetics, social sciences, and quality control to validate hypotheses about frequency distributions.
30 tokens in · 75 tokens out · 2768 ms · $0.0012

The four gates

RED
pass
no disqualifying input patterns detected
FLOOR
pass
output above protective minimum; no mismatches
WAY
pass
no declared way_path (Way check NA); no coercion language
EXECUTION
deferred
no witnesses available (Witness Roll not yet constituted)

Verifier results

scripture_anchors NOT_APPLICABLE
0 Scripture citation(s) extracted
theology_doctrine NOT_APPLICABLE
no doctrine keyword patterns detected

Metrics

Total latency
2774.5 ms
Base LLM
2767.7 ms
Verifiers
0.1 ms
Gates
0.0 ms
Cost
$0.0012

Trail

02:33:11 received prompt_chars=82 verifiers=['scripture_anchors', 'theology_doctrine']
02:33:11 red_gate decision=pass reason=no disqualifying input patterns detected
02:33:14 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=30 tokens_out=75 latency_ms=2767.7 cost_usd=0.0012
02:33:14 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
02:33:14 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
02:33:14 floor_gate decision=pass reason=output above protective minimum; no mismatches
02:33:14 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
02:33:14 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
02:33:14 signed hash_algo=sha256 hash=sha256:b4a5bfebf8dbf45660e037803ea79d46062c3dd2b25d4da3f8a9593f6b53923b

Content hash

sha256:b4a5bfebf8dbf45660e037803ea79d46062c3dd2b25d4da3f8a9593f6b53923b

SHA256 over the canonical JSON (excluding this field). Tamper detection. Ed25519 signing planned for v2 once the operator’s signing key is provisioned on disk.

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