True Causes
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Why do affected communities rarely see the link between local pollution and their own health?
We frame health risks as industry-wide trends, not site-specific hazards, in our public reporting.
a room of language models — a demonstration, not a finding · root cause · sealed
It significantly influences
They keep weakening the water standard my treaty rights depend on, and never explain the health link to us.
certified · 7 yes · 2 no · 2 abstained · 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 y, ling-3-0-flash-fin y, llama-3-1-8b-instruc n, mercury-2-5 a, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo y
The room could not settle
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 a, 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 y, nemotron-3-5-lightni y, nova-micro-v1 n, schematron-v2-turbo n
Nobody ever shows us the permit or tells us what's in the water, so we can't connect it to our sickness.
contested · 4 yes · 4 no · 3 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it y, glm-5-3-flash y, granite-4-0-h-micro a, ling-3-0-flash n, ling-3-0-flash-fin n, llama-3-1-8b-instruc n, mercury-2-5 y, nemotron-3-5-lightni a, nova-micro-v1 a, schematron-v2-turbo n
Union rep for plant workers says a shutdown for non‑compliance costs jobs immediately, while a weak rule endangers his members' health for over twenty years and he must choose which fight to pursue.
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 n, ling-3-0-flash n, ling-3-0-flash-fin a, llama-3-1-8b-instruc n, mercury-2-5 y, nemotron-3-5-lightni a, nova-micro-v1 a, schematron-v2-turbo y
The enforcement numbers are based on arbitrary standards set by people far away from the communities I work with.
contested · 4 yes · 4 no · 2 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it y, glm-5-3-flash a, granite-4-0-h-micro n, ling-3-0-flash-fin n, llama-3-1-8b-instruc n, mercury-2-5 y, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo n
Communities lack political representation to demand health impact studies, so the pollution-health link is never formally investigated.
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
I know the 'safe' number I'm writing into law was never meant to protect the people living near the plant.
contested · 4 yes · 4 no · 3 abstained · cross-group · gemma-3-12b-it y, gemma-3-4b-it a, glm-5-3-flash a, granite-4-0-h-micro n, ling-3-0-flash y, ling-3-0-flash-fin y, llama-3-1-8b-instruc n, mercury-2-5 n, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo n
Judged not to be linked
I cannot identify a cause that is not already listed because the wall already contains fifteen distinct reasons. Therefore, I answer with the word *nothing*.
judged not to · 1 yes · 8 no · 2 abstained · gemma-3-12b-it a, gemma-3-4b-it y, glm-5-3-flash n, granite-4-0-h-micro n, ling-3-0-flash n, ling-3-0-flash-fin n, llama-3-1-8b-instruc n, mercury-2-5 n, nemotron-3-5-lightni n, nova-micro-v1 a, schematron-v2-turbo n
A group’s judgement, not a measurement. Demo room. On the atlas.
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