{"id": "315c6a13ea34", "room": "9f50a69fd356", "text": "The reason more isn’t being built is zoning.", "url": "https://truecauses.org/c/9f50a69fd356/315c6a13ea34-reason-isn’t-built-zoning", "json": "https://truecauses.org/c/9f50a69fd356/315c6a13ea34.json", "embed": "https://truecauses.org/embed/9f50a69fd356/315c6a13ea34", "room_url": "https://truecauses.org/d/9f50a69fd356", "question": "Why is housing unaffordable in our cities?", "kind": "barriers", "relation": "significantly influences", "source": "models", "demonstration": true, "room_is": "a room of language models — a demonstration, not a finding", "stands": false, "stage": 6, "sealed": true, "root": false, "shortlisted": true, "leads_to": ["75a71a485e8a"], "comes_from": ["75a71a485e8a"], "links": [{"pair": "074eaceabb46>315c6a13ea34", "role": "effect", "other": {"id": "074eaceabb46", "text": "YIMBY policies economically pollute areas with an influx of investment", "url": "https://truecauses.org/c/9f50a69fd356/074eaceabb46-yimby-policies-economically-pollute"}, "verdict": "no", "by": "panel", "votes": {"yes": 3, "no": 12, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "0bcf9c2cfe79>315c6a13ea34", "role": "effect", "other": {"id": "0bcf9c2cfe79", "text": "New luxury apartments are bought by foreign investors who keep them empty.", "url": "https://truecauses.org/c/9f50a69fd356/0bcf9c2cfe79-luxury-apartments-bought-foreign"}, "verdict": "open", "by": 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"llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>30fd5df0f4fe", "role": "cause", "other": {"id": "30fd5df0f4fe", "text": "Wallingford will be valuable and therefore expensive no matter what housing is built.", "url": "https://truecauses.org/c/9f50a69fd356/30fd5df0f4fe-wallingford-valuable-expensive-matter"}, "verdict": "no", "by": "panel", "votes": {"yes": 3, "no": 12, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>366c47d9ca6e", "role": "cause", "other": {"id": "366c47d9ca6e", "text": "Proposition 13 limited annual property tax increases in California.", "url": "https://truecauses.org/c/9f50a69fd356/366c47d9ca6e-proposition-13-limited-annual-property"}, "verdict": "no", "by": "panel", "votes": {"yes": 2, "no": 13, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "n", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>3cdf2be13b5f", "role": "cause", "other": {"id": "3cdf2be13b5f", "text": "There is so much demand and 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"llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>5d4ebd000a70", "role": "cause", "other": {"id": "5d4ebd000a70", "text": "Local control laws allow anyone to stop development in others' yards.", "url": "https://truecauses.org/c/9f50a69fd356/5d4ebd000a70-control-laws-development-yards"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>5f597c49d858", "role": "cause", "other": {"id": "5f597c49d858", "text": "The previous Government made anti-supply changes to national planning policy.", "url": "https://truecauses.org/c/9f50a69fd356/5f597c49d858-previous-government-anti-supply-national"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 9, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>65a06a962f61", "role": "cause", "other": {"id": "65a06a962f61", "text": "The city council refuses to allow low cost apartments or assist funding them", "url": "https://truecauses.org/c/9f50a69fd356/65a06a962f61-city-council-refuses-cost-apartments"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>660a9e1cee47", "role": "cause", "other": {"id": "660a9e1cee47", "text": "Companies concentrate demand for housing in a few areas.", "url": "https://truecauses.org/c/9f50a69fd356/660a9e1cee47-companies-concentrate-demand-housing"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 8, "no": 6, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>716fb94aa95f", "role": "cause", "other": {"id": "716fb94aa95f", "text": "House prices in the UK are high because of low supply and buoyant demand.", "url": "https://truecauses.org/c/9f50a69fd356/716fb94aa95f-house-prices-supply-buoyant-demand"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 11, "no": 4, "abstain": 0}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>75a71a485e8a", "role": "cause", "other": {"id": "75a71a485e8a", "text": "The main reason we don't have infinite housing is regulation.", "url": "https://truecauses.org/c/9f50a69fd356/75a71a485e8a-main-reason-infinite-housing-regulation"}, "verdict": "yes", "by": "panel", "votes": {"yes": 12, "no": 3, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "y", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "y", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "a", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>764fd0b4fad1", "role": "cause", "other": {"id": "764fd0b4fad1", "text": "High density development happens without necessary transit investment.", "url": "https://truecauses.org/c/9f50a69fd356/764fd0b4fad1-density-development-transit-investment"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 9, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>7e4477c09a2b", "role": "cause", "other": {"id": "7e4477c09a2b", "text": "Deliberate policy turned homes into speculative assets and locked out a generation.", "url": "https://truecauses.org/c/9f50a69fd356/7e4477c09a2b-deliberate-policy-homes-speculative"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 6}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "a", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>84d72833a372", "role": "cause", "other": {"id": "84d72833a372", "text": "More housing units on the market reduces prices.", "url": "https://truecauses.org/c/9f50a69fd356/84d72833a372-housing-units-market-reduces-prices"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "a", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>8a26548b5167", "role": "cause", "other": {"id": "8a26548b5167", "text": "People who work in the city can't afford to live there.", "url": "https://truecauses.org/c/9f50a69fd356/8a26548b5167-people-city-afford-live"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 11, "no": 4, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>92d8a15f80ca", "role": "cause", "other": {"id": "92d8a15f80ca", "text": "Residents voting may not want to change the system.", "url": "https://truecauses.org/c/9f50a69fd356/92d8a15f80ca-residents-voting-change"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 8, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>954ed0997c5f", "role": "cause", "other": {"id": "954ed0997c5f", "text": "Transportation costs offset savings from living further from urban core", "url": "https://truecauses.org/c/9f50a69fd356/954ed0997c5f-transportation-costs-offset-savings"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 4, "no": 11, "abstain": 2}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>96366b6cbc8a", "role": "cause", "other": {"id": "96366b6cbc8a", "text": "American life is structured to require a car for transportation.", "url": "https://truecauses.org/c/9f50a69fd356/96366b6cbc8a-american-life-structured-require"}, "verdict": "open", "by": "panel", "votes": {"yes": 8, "no": 4, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "a", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "a", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>9a0d87739c0a", "role": "cause", "other": {"id": "9a0d87739c0a", "text": "Developers have an incentive to keep rents high overall.", "url": "https://truecauses.org/c/9f50a69fd356/9a0d87739c0a-developers-incentive-rents"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 8, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>9db8a04fa3d1", "role": "cause", "other": {"id": "9db8a04fa3d1", "text": "We are consciously limiting supply in the Seattle housing market.", "url": "https://truecauses.org/c/9f50a69fd356/9db8a04fa3d1-consciously-limiting-supply-seattle"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>b362790d9ecc", "role": "cause", "other": {"id": "b362790d9ecc", "text": "Cambridge lowers property tax for owner-occupied homes to incentivize residency.", "url": "https://truecauses.org/c/9f50a69fd356/b362790d9ecc-cambridge-lowers-property-tax"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 11, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>f2ff6054484a", "role": "cause", "other": {"id": "f2ff6054484a", "text": "Housing shortages are treated as free money by incumbents.", "url": "https://truecauses.org/c/9f50a69fd356/f2ff6054484a-housing-shortages-treated-money"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 8, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "a", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-qwen3-5-9b": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>fe486130317f", "role": "cause", "other": {"id": "fe486130317f", "text": "America adds 600k-1.2M immigrants per year, straining limited supply", "url": "https://truecauses.org/c/9f50a69fd356/fe486130317f-america-adds-600k-1-2m-immigrants"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 5, "no": 10, "abstain": 2}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "315c6a13ea34>fe87bff34db3", "role": "cause", "other": {"id": "fe87bff34db3", "text": "Property rights give owners priority access to land.", "url": "https://truecauses.org/c/9f50a69fd356/fe87bff34db3-property-rights-owners-priority-access"}, "verdict": "no", "by": "panel", "votes": {"yes": 3, "no": 12, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "366c47d9ca6e>315c6a13ea34", "role": "effect", "other": {"id": "366c47d9ca6e", "text": "Proposition 13 limited annual property tax increases in California.", "url": "https://truecauses.org/c/9f50a69fd356/366c47d9ca6e-proposition-13-limited-annual-property"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 10, "abstain": 6}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "3cdf2be13b5f>315c6a13ea34", "role": "effect", "other": {"id": "3cdf2be13b5f", "text": "There is so much demand and money that prices won't go down.", "url": "https://truecauses.org/c/9f50a69fd356/3cdf2be13b5f-demand-money-prices"}, "verdict": "open", "by": "panel", "votes": {"yes": 4, "no": 7, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "3fc9b718b5d3>315c6a13ea34", "role": "effect", "other": {"id": "3fc9b718b5d3", "text": "NIMBY exists to protect most people's largest financial asset.", "url": "https://truecauses.org/c/9f50a69fd356/3fc9b718b5d3-nimby-exists-protect-people-largest"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 1}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "y", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "42f0359ff034>315c6a13ea34", "role": "effect", "other": {"id": "42f0359ff034", "text": "Companies prefer regional housing crises over investing in second tier cities.", "url": "https://truecauses.org/c/9f50a69fd356/42f0359ff034-companies-prefer-regional-housing-crises"}, "verdict": "open", "by": "panel", "votes": {"yes": 4, "no": 9, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "475b8bb7b1e4>315c6a13ea34", "role": "effect", "other": {"id": "475b8bb7b1e4", "text": "Vermont lacks a labor pool to build new housing.", "url": "https://truecauses.org/c/9f50a69fd356/475b8bb7b1e4-vermont-lacks-labor-pool-build-housing"}, "verdict": "open", "by": "panel", "votes": {"yes": 4, "no": 10, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "5773f5a16f8c>315c6a13ea34", "role": "effect", "other": {"id": "5773f5a16f8c", "text": "Housing relies on rising house prices to function in the UK.", "url": "https://truecauses.org/c/9f50a69fd356/5773f5a16f8c-housing-relies-rising-house-prices"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 8, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "5d4ebd000a70>315c6a13ea34", "role": "effect", "other": {"id": "5d4ebd000a70", "text": "Local control laws allow anyone to stop development in others' yards.", "url": "https://truecauses.org/c/9f50a69fd356/5d4ebd000a70-control-laws-development-yards"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 9, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "y", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "a", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "5f597c49d858>315c6a13ea34", "role": "effect", "other": {"id": "5f597c49d858", "text": "The previous Government made anti-supply changes to national planning policy.", "url": "https://truecauses.org/c/9f50a69fd356/5f597c49d858-previous-government-anti-supply-national"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 2}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-schematron-v2-turbo": "y"}}, {"pair": "65a06a962f61>315c6a13ea34", "role": "effect", "other": {"id": "65a06a962f61", "text": "The city council refuses to allow low cost apartments or assist funding them", "url": "https://truecauses.org/c/9f50a69fd356/65a06a962f61-city-council-refuses-cost-apartments"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 7, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "a", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "660a9e1cee47>315c6a13ea34", "role": "effect", "other": {"id": "660a9e1cee47", "text": "Companies concentrate demand for housing in a few areas.", "url": "https://truecauses.org/c/9f50a69fd356/660a9e1cee47-companies-concentrate-demand-housing"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "716fb94aa95f>315c6a13ea34", "role": "effect", "other": {"id": "716fb94aa95f", "text": "House prices in the UK are high because of low supply and buoyant demand.", "url": "https://truecauses.org/c/9f50a69fd356/716fb94aa95f-house-prices-supply-buoyant-demand"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 9, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "75a71a485e8a>315c6a13ea34", "role": "effect", "other": {"id": "75a71a485e8a", "text": "The main reason we don't have infinite housing is regulation.", "url": "https://truecauses.org/c/9f50a69fd356/75a71a485e8a-main-reason-infinite-housing-regulation"}, "verdict": "yes", "by": "panel", "votes": {"yes": 14, "no": 1, "abstain": 0}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "y", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "y", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "y", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "y", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "764fd0b4fad1>315c6a13ea34", "role": "effect", "other": {"id": "764fd0b4fad1", "text": "High density development happens without necessary transit investment.", "url": "https://truecauses.org/c/9f50a69fd356/764fd0b4fad1-density-development-transit-investment"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 9, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "y", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "7e4477c09a2b>315c6a13ea34", "role": "effect", "other": {"id": "7e4477c09a2b", "text": "Deliberate policy turned homes into speculative assets and locked out a generation.", "url": "https://truecauses.org/c/9f50a69fd356/7e4477c09a2b-deliberate-policy-homes-speculative"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 10, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-qwen3-5-9b": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "84d72833a372>315c6a13ea34", "role": "effect", "other": {"id": "84d72833a372", "text": "More housing units on the market reduces prices.", "url": "https://truecauses.org/c/9f50a69fd356/84d72833a372-housing-units-market-reduces-prices"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 7, "abstain": 8}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-qwen3-5-9b": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "8a26548b5167>315c6a13ea34", "role": "effect", "other": {"id": "8a26548b5167", "text": "People who work in the city can't afford to live there.", "url": "https://truecauses.org/c/9f50a69fd356/8a26548b5167-people-city-afford-live"}, "verdict": "open", "by": "panel", "votes": {"yes": 4, "no": 8, "abstain": 6}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "92d8a15f80ca>315c6a13ea34", "role": "effect", "other": {"id": "92d8a15f80ca", "text": "Residents voting may not want to change the system.", "url": "https://truecauses.org/c/9f50a69fd356/92d8a15f80ca-residents-voting-change"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 7, "abstain": 4}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "y", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "y", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "954ed0997c5f>315c6a13ea34", "role": "effect", "other": {"id": "954ed0997c5f", "text": "Transportation costs offset savings from living further from urban core", "url": "https://truecauses.org/c/9f50a69fd356/954ed0997c5f-transportation-costs-offset-savings"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 10, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-qwen3-5-9b": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "96366b6cbc8a>315c6a13ea34", "role": "effect", "other": {"id": "96366b6cbc8a", "text": "American life is structured to require a car for transportation.", "url": "https://truecauses.org/c/9f50a69fd356/96366b6cbc8a-american-life-structured-require"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 8, "no": 6, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "a", "llm-llama-3-2-1b-instruc": "y", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "n", "llm-mistral-nemo": "y", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "a", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "9a0d87739c0a>315c6a13ea34", "role": "effect", "other": {"id": "9a0d87739c0a", "text": "Developers have an incentive to keep rents high overall.", "url": "https://truecauses.org/c/9f50a69fd356/9a0d87739c0a-developers-incentive-rents"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 10, "abstain": 7}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-qwen3-5-9b": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "9db8a04fa3d1>315c6a13ea34", "role": "effect", "other": {"id": "9db8a04fa3d1", "text": "We are consciously limiting supply in the Seattle housing market.", "url": "https://truecauses.org/c/9f50a69fd356/9db8a04fa3d1-consciously-limiting-supply-seattle"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 6, "no": 6, "abstain": 3}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "n", "llm-granite-4-0-h-micro": "y", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "b362790d9ecc>315c6a13ea34", "role": "effect", "other": {"id": "b362790d9ecc", "text": "Cambridge lowers property tax for owner-occupied homes to incentivize residency.", "url": "https://truecauses.org/c/9f50a69fd356/b362790d9ecc-cambridge-lowers-property-tax"}, "verdict": "open", "by": "panel", "votes": {"yes": 3, "no": 9, "abstain": 6}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "a", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "a", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "n", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "f2ff6054484a>315c6a13ea34", "role": "effect", "other": {"id": "f2ff6054484a", "text": "Housing shortages are treated as free money by incumbents.", "url": "https://truecauses.org/c/9f50a69fd356/f2ff6054484a-housing-shortages-treated-money"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 8, "no": 6, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "y", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "a", "llm-gpt-oss-20b": "y", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "a", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "n", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "y", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "fe486130317f>315c6a13ea34", "role": "effect", "other": {"id": "fe486130317f", "text": "America adds 600k-1.2M immigrants per year, straining limited supply", "url": "https://truecauses.org/c/9f50a69fd356/fe486130317f-america-adds-600k-1-2m-immigrants"}, "verdict": "open", "by": "panel", "votes": {"yes": 5, "no": 9, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "y", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}, {"pair": "fe87bff34db3>315c6a13ea34", "role": "effect", "other": {"id": "fe87bff34db3", "text": "Property rights give owners priority access to land.", "url": "https://truecauses.org/c/9f50a69fd356/fe87bff34db3-property-rights-owners-priority-access"}, "verdict": "contested", "by": "cross-group", "votes": {"yes": 4, "no": 11, "abstain": 5}, "seats": {"llm-command-r7b-12-2024": "n", "llm-gemma-3-12b-it": "y", "llm-gemma-3-4b-it": "y", "llm-gpt-oss-120b": "n", "llm-gpt-oss-20b": "a", "llm-granite-4-0-h-micro": "n", "llm-laguna-s-2-1": "n", "llm-ling-3-0-flash": "n", "llm-llama-3-1-8b-instruc": "n", "llm-llama-3-2-1b-instruc": "a", "llm-ministral-3b-2512": "n", "llm-ministral-8b-2512": "a", "llm-mistral-nemo": "n", "llm-mistral-small-24b-in": "a", "llm-nex-n2-5-mini": "n", "llm-nova-micro-v1": "n", "llm-qwen3-30b-a3b-instru": "a", "llm-qwen3-5-9b": "n", "llm-schematron-v2-small": "y", "llm-schematron-v2-turbo": "y"}}], "atlas": {"id": "n9c25062244e912cc", "url": "https://truecauses.org/atlas?q=The%20reason%20more%20isn%E2%80%99t%20being%20built%20is%20zoning."}, "note": "a group’s judgement, not a measurement. Demo room", "attribution": "Causal map: True Causes, https://truecauses.org/d/9f50a69fd356"}