feat(example): add per-entity LLM evaluations for 985 WoN entities (S3.3)

Batch evaluation of all 988 entities via OpenRouter. 984 succeeded on
first pass; 3 failed (network errors). eval-summary --update-metrics
written with per_entity_mean=3.9556.

Viability dashboard: 6/6 PASS
  redundancy_ratio   0.0061  (max 0.10)
  coverage_ratio     0.6190  (min 0.40)
  coherence_comps    0.0000  (max 3)
  consistency_cycles 0.0000  (max 0)
  granularity_entropy 2.6748 (min 1.0)
  per_entity_mean    3.9556  (min 3.5)

Dimension breakdown (mean across 985 entities):
  definition_precision  3.62
  source_grounding      4.36
  domain_placement      4.56
  vsm_relevance         3.31
  explanatory_value     3.94

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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---
entity_slug: monopoly_effects_on_prices
evaluator: null
evaluated_at: '2026-02-23T05:55:22.573917'
overall_score: 4.2
scores:
- name: definition_precision
value: 4.0
max_value: 5.0
rationale: The definition clearly distinguishes monopoly effects from monopoly itself,
focusing specifically on price consequences and efficiency impacts. It avoids
circularity and identifies distinct mechanisms (higher prices, reduced efficiency
incentives) rather than using vague terms.
- name: source_grounding
value: 5.0
max_value: 5.0
rationale: This concept is directly grounded in Smith's analysis in Book IV, Chapter
2, where he extensively discusses how import restrictions create domestic monopolies
that raise prices and harm consumers. The entity accurately reflects Smith's core
argument about the welfare effects of trade protection.
- name: domain_placement
value: 4.0
max_value: 5.0
rationale: '"Distribution" is appropriate since this concerns how monopoly power
affects the distribution of economic benefits between producers and consumers.
The concept could also fit in "Market Structure" but Distribution captures the
welfare transfer aspect that Smith emphasizes.'
- name: vsm_relevance
value: 3.0
max_value: 5.0
rationale: This entity has moderate VSM relevance, primarily mapping to S4 (intelligence/adaptation)
as it describes how market structures affect system responsiveness to environmental
signals. It also touches S3 (regulation) regarding internal market control mechanisms.
- name: explanatory_value
value: 5.0
max_value: 5.0
rationale: This entity provides strong explanatory power by illuminating the causal
mechanism between market structure and economic outcomes. It explains not just
that monopolies exist, but how they systematically distort price signals and efficiency
incentives in Smith's framework.
---
# Evaluation: Monopoly Effects On Prices
## definition_precision — 4.0 / 5.0
The definition clearly distinguishes monopoly effects from monopoly itself, focusing specifically on price consequences and efficiency impacts. It avoids circularity and identifies distinct mechanisms (higher prices, reduced efficiency incentives) rather than using vague terms.
## source_grounding — 5.0 / 5.0
This concept is directly grounded in Smith's analysis in Book IV, Chapter 2, where he extensively discusses how import restrictions create domestic monopolies that raise prices and harm consumers. The entity accurately reflects Smith's core argument about the welfare effects of trade protection.
## domain_placement — 4.0 / 5.0
"Distribution" is appropriate since this concerns how monopoly power affects the distribution of economic benefits between producers and consumers. The concept could also fit in "Market Structure" but Distribution captures the welfare transfer aspect that Smith emphasizes.
## vsm_relevance — 3.0 / 5.0
This entity has moderate VSM relevance, primarily mapping to S4 (intelligence/adaptation) as it describes how market structures affect system responsiveness to environmental signals. It also touches S3 (regulation) regarding internal market control mechanisms.
## explanatory_value — 5.0 / 5.0
This entity provides strong explanatory power by illuminating the causal mechanism between market structure and economic outcomes. It explains not just that monopolies exist, but how they systematically distort price signals and efficiency incentives in Smith's framework.