The Mechanism · Gated-generation receipt

gen-briefly-explain-expected-goals-xg-in-soccer-and-one-common-m-4552

stable pending witness
2026-05-29 07:24:53 UTC · anthropic/claude-sonnet-4-5

Prompt

Briefly explain expected goals (xG) in soccer and one common misconception about it.
84 chars

Generation

# Expected Goals (xG) Explained **What it is:** xG is a statistical measure that assigns a probability (0 to 1) to each shot based on historical data, estimating the likelihood it would result in a goal. Factors include shot location, angle, assist type, defensive pressure, and whether it was a header or foot strike. For example, a penalty kick might have an xG of 0.76, meaning similar penalties historically convert 76% of the time. **Common misconception:** Many people think xG predicts what *will* happen in a specific match or that a team "should have scored" exactly their xG total. In reality, xG is probabilistic and works best over large samples. A team with 2.5 xG might score 0, 1, or 4 goals in a single game due to randomness, finishing quality, or goalkeeping. xG is most useful for identifying long-term trends in chance creation and conversion, not for judging individual game outcomes.
26 tokens in · 229 tokens out · 6820 ms · $0.0035

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
6827.0 ms
Base LLM
6820.1 ms
Verifiers
0.3 ms
Gates
0.0 ms
Cost
$0.0035

Trail

07:24:53 received prompt_chars=84 verifiers=['scripture_anchors', 'theology_doctrine']
07:24:53 red_gate decision=pass reason=no disqualifying input patterns detected
07:25:00 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=26 tokens_out=229 latency_ms=6820.1 cost_usd=0.0035
07:25:00 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
07:25:00 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
07:25:00 floor_gate decision=pass reason=output above protective minimum; no mismatches
07:25:00 way_gate decision=pass reason=no declared way_path (Way check NA); no coercion language
07:25:00 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
07:25:00 signed hash_algo=sha256 hash=sha256:f3c47acc0617ad8be41d34fb997214efd9429af3de78fc0087b34fba04812217

Content hash

sha256:f3c47acc0617ad8be41d34fb997214efd9429af3de78fc0087b34fba04812217

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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