True Causes
VI
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Why do affected communities rarely see the link between local pollution and their own health?
Communities lack political representation to demand health impact studies, so the pollution-health link is never formally investigated.
a room of language models — a demonstration, not a finding · sealed
The room could not settle
We frame health risks as industry-wide trends, not site-specific hazards, in our public reporting.
contested · 4 yes · 4 no · 2 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it y, glm-5-3-flash n, granite-4-0-h-micro n, ling-3-0-flash-fin a, llama-3-1-8b-instruc n, mercury-2-5 y, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo n
The rollback language I draft removes the legal requirement to study health impacts, so the link is never formally made.
contested · 4 yes · 4 no · 3 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it y, glm-5-3-flash n, granite-4-0-h-micro y, ling-3-0-flash n, ling-3-0-flash-fin a, llama-3-1-8b-instruc y, mercury-2-5 a, nemotron-3-5-lightni a, nova-micro-v1 n, schematron-v2-turbo n
Because the people who write the rules never come back to tell you how the rules broke your creek—and how it’s making you sick.
contested · 4 yes · 5 no · 1 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it y, glm-5-3-flash y, granite-4-0-h-micro n, ling-3-0-flash-fin n, llama-3-1-8b-instruc n, mercury-2-5 n, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo n
The room certified no link on this claim.
A group’s judgement, not a measurement. Demo room. On the atlas.
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