The Mechanism · Gated-generation receipt

gen-explain-survival-analysis-of-careers-as-you-would-to-a-capab-cc2c

stable pending witness
2026-05-29 05:21:40 UTC · anthropic/claude-sonnet-4-5

Prompt

Explain survival analysis of careers as you would to a capable student, in 3-4 sentences.
89 chars

Generation

Survival analysis in careers studies how long people remain in particular jobs, occupations, or career states before "exiting" through events like quitting, retirement, or promotion. Instead of just comparing average tenure, it accounts for the fact that some careers are still ongoing (censored data) and examines how the probability of leaving changes over time. The method lets you identify factors that increase or decrease career duration—like education, industry, or economic conditions—and can reveal patterns such as whether people are most likely to leave in their first year versus later. It's essentially asking "What determines when and why people's careers end or transition?" while making full use of incomplete data.
29 tokens in · 141 tokens out · 5229 ms · $0.0022

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
5238.2 ms
Base LLM
5228.8 ms
Verifiers
0.3 ms
Gates
0.1 ms
Cost
$0.0022

Trail

05:21:40 received prompt_chars=89 verifiers=['scripture_anchors', 'theology_doctrine']
05:21:40 red_gate decision=pass reason=no disqualifying input patterns detected
05:21:45 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=29 tokens_out=141 latency_ms=5228.8 cost_usd=0.0022
05:21:45 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
05:21:45 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
05:21:45 floor_gate decision=pass reason=output above protective minimum; no mismatches
05:21:45 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
05:21:45 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
05:21:45 signed hash_algo=sha256 hash=sha256:93bcec427a8c6edad805bb9cd17e7356a668644e6367df117159906552784bb6

Content hash

sha256:93bcec427a8c6edad805bb9cd17e7356a668644e6367df117159906552784bb6

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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