The Mechanism · Gated-generation receipt

gen-define-expected-goals-xg-in-soccer-and-give-one-short-worked-0430

hold
2026-05-29 06:59:37 UTC · anthropic/claude-sonnet-4-5

Prompt

Define expected goals (xG) in soccer and give one short worked example.
71 chars

Generation

# Expected Goals (xG) **Expected Goals (xG)** is a statistical metric that measures the quality of a scoring chance by calculating the probability (0 to 1) that a shot will result in a goal, based on historical data from thousands of similar shots. Key factors include: - Distance from goal - Angle to goal - Type of assist (through ball, cross, etc.) - Body part used (foot, head) - Defensive pressure ## Worked Example **Scenario:** A striker receives a pass 12 yards directly in front of goal, with only the goalkeeper to beat, and shoots with his foot. **xG Calculation:** - Historical data shows that shots from this distance, angle, and situation result in goals approximately **35% of the time** - Therefore, this shot has an **xG = 0.35** **Interpretation:** Even if the striker misses, this was a high-quality chance worth 0.35 expected goals. Over a season, a team's total xG helps evaluate if they're creating good chances regardless of actual goals scored (which can be influenced by luck or exceptional goalkeeping).
23 tokens in · 257 tokens out · 8151 ms · $0.0039

The four gates

RED
pass
no disqualifying input patterns detected
FLOOR
pass
output above protective minimum; no mismatches
WAY
wait
output contains coercion language: ['regardless of']
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
8158.9 ms
Base LLM
8151.2 ms
Verifiers
0.4 ms
Gates
0.1 ms
Cost
$0.0039

Trail

06:59:37 received prompt_chars=71 verifiers=['scripture_anchors', 'theology_doctrine']
06:59:37 red_gate decision=pass reason=no disqualifying input patterns detected
06:59:46 base_llm_call model=anthropic/claude-sonnet-4-5 tokens_in=23 tokens_out=257 latency_ms=8151.2 cost_usd=0.0039
06:59:46 verifier:scripture_anchors verdict=NOT_APPLICABLE summary=0 Scripture citation(s) extracted
06:59:46 verifier:theology_doctrine verdict=NOT_APPLICABLE summary=no doctrine keyword patterns detected
06:59:46 floor_gate decision=pass reason=output above protective minimum; no mismatches
06:59:46 way_gate decision=wait reason=output contains coercion language: ['regardless of']
06:59:46 execution_gate decision=deferred reason=no witnesses available (Witness Roll not yet constituted)
06:59:46 signed hash_algo=sha256 hash=sha256:06e8a4530fb9ec5b4a386b8da94779c144db9cb01706950ec8454d34f8cfbe58

Content hash

sha256:06e8a4530fb9ec5b4a386b8da94779c144db9cb01706950ec8454d34f8cfbe58

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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