True Causes
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Why do affected communities rarely see the link between local pollution and their own health?
The scrubber maintenance is scheduled when we're all tired and when residents aren't looking.
a room of language models — a demonstration, not a finding · sealed
What significantly influences it
The guys on the floor know but won't speak up, afraid of losing their jobs.
certified · 7 yes · 2 no · 3 abstained · command-r7b-12-2024 n, deepseek-v4-flash n, glm-flash-latest y, gpt-oss-20b y, laguna-xs-2-1 y, llama-3-2-1b-instruc a, ministral-3b-2512 a, mistral-nemo y, mistral-small-24b-in y, nemotron-3-nano-30b y, qwen3-7-flash y, solar-mini4 a
The room could not settle
Pollution's effects are often subtle and delayed, making it difficult for affected communities to connect local pollution to immediate health issues.
contested · 3 yes · 6 no · 3 abstained · cross-group · command-r7b-12-2024 n, deepseek-v4-flash a, glm-flash-latest n, gpt-oss-20b a, laguna-xs-2-1 a, llama-3-2-1b-instruc n, ministral-3b-2512 y, mistral-nemo y, mistral-small-24b-in n, nemotron-3-nano-30b n, qwen3-7-flash y, solar-mini4 n
Permits legally separate emission limits from community health so compliance never proves safety.
contested · 3 yes · 6 no · 3 abstained · cross-group · command-r7b-12-2024 n, deepseek-v4-flash a, glm-flash-latest n, gpt-oss-20b a, laguna-xs-2-1 y, llama-3-2-1b-instruc n, ministral-3b-2512 a, mistral-nemo y, mistral-small-24b-in n, nemotron-3-nano-30b n, qwen3-7-flash y, solar-mini4 n
The rules say we must *wait* for the next inspection before we can even ask if the creek’s changing.
contested · 3 yes · 6 no · 3 abstained · cross-group · command-r7b-12-2024 a, deepseek-v4-flash y, glm-flash-latest n, gpt-oss-20b n, laguna-xs-2-1 y, llama-3-2-1b-instruc a, ministral-3b-2512 a, mistral-nemo n, mistral-small-24b-in n, nemotron-3-nano-30b n, qwen3-7-flash y, solar-mini4 n
Judged not to be linked
Permits legally separate emission limits from community health so compliance never proves safety.
judged not to · 2 yes · 7 no · 3 abstained · command-r7b-12-2024 n, deepseek-v4-flash a, glm-flash-latest n, gpt-oss-20b a, laguna-xs-2-1 n, llama-3-2-1b-instruc n, ministral-3b-2512 a, mistral-nemo n, mistral-small-24b-in n, nemotron-3-nano-30b n, qwen3-7-flash y, solar-mini4 y
A group’s judgement, not a measurement. Demo room. On the atlas.
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Link: https://truecauses.org/c/29ed57a596fb/42328abbf05a-scrubber-maintenance-scheduled-tired
As data: https://truecauses.org/c/29ed57a596fb/42328abbf05a.json