They keep weakening the water standard my treaty rights depend on, and

Why do affected communities rarely see the link between local pollution and their own health?

They keep weakening the water standard my treaty rights depend on, and never explain the health link to us.

a room of language models — a demonstration, not a finding · root cause · sealed

It significantly influences

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.

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 a, ling-3-0-flash y, ling-3-0-flash-fin y, llama-3-1-8b-instruc y, mercury-2-5 a, nemotron-3-5-lightni y, nova-micro-v1 n, schematron-v2-turbo n

What significantly influences it

We frame health risks as industry-wide trends, not site-specific hazards, in our public reporting.

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

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 n, granite-4-0-h-micro y, ling-3-0-flash n, ling-3-0-flash-fin n, llama-3-1-8b-instruc y, mercury-2-5 a, nemotron-3-5-lightni a, nova-micro-v1 a, 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 · 6 yes · 3 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 y, llama-3-1-8b-instruc y, mercury-2-5 n, nemotron-3-5-lightni y, nova-micro-v1 a, schematron-v2-turbo n

The enforcement numbers are based on arbitrary standards set by people far away from the communities I work with.

contested · 6 yes · 3 no · 2 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 y, ling-3-0-flash-fin a, llama-3-1-8b-instruc y, mercury-2-5 a, nemotron-3-5-lightni y, nova-micro-v1 n, 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 n, gemma-3-4b-it n, 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 y, mercury-2-5 a, 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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