COP31 outcome documents include explicit just-transition or social-justice provisions by November 20, 2026.
Human and Social Development is scheduled for November 18 at COP31. Resolves positively if final conference declarations or decisions contain explicit just-transition language.
Across 6 frontier models answering independently, the panel leans yes: the median is 84%.
They broadly agree, 12 points between Gemini at 92% and Claude at 80%.
Nothing is settled until 8 Dec 2026, when the outcome is checked against sources and every number above gets a permanent score.
What each one said
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GeminiGoogle
UNFCCC consensus text routinely enshrines just transition language since COP26, making its inclusion virtually standard practice.
- Just transition work programmes and terminology are now entrenched across COP27, COP28, and COP29 negotiated texts.
- Developing blocs and labor unions fiercely defend these clauses, ensuring any final compromise text retains explicit mentions.
- The primary risk is a total collapse of conference negotiations without an agreed cover decision before the deadline.
92% -
GrokxAI
COP31 cover texts keep the just-transition language already routine in UNFCCC decisions.
- Negotiators must lock final declarations by 20 Nov after the 18 Nov Human/Social Development session feeds language.
- Just-transition clauses have appeared in every COP cover decision since Katowice 2018, so the base rate is high.
- Only an explicit last-minute deletion by a major oil producer would reverse it, which G77/EU resistance makes improbable.
87% -
GPTOpenAI
The main determinant is whether the final political package preserves language already embedded in UNFCCC just-transition work.
- COP30-era negotiations and the UAE Just Transition Work Programme make explicit wording a strong drafting default.
- Brazilian COP31 hosts and UNFCCC parties must retain it through the November 2026 ministerial and final plenary texts.
- I would lower this sharply if a major bloc demanded a stripped-down outcome document or negotiations deadlocked before adoption.
84% -
QwenAlibaba
Just-transition language has been boilerplate in every COP outcome since Katowice 2018; the bar is explicit mention, not a binding mechanism.
- Every COP decision text from COP24 through COP28 has contained just-transition or social-justice language, making omission the anomaly requiring explanation.
- Both G77+China and the EU bloc support such language for different reasons, so no single negotiating group has incentive to block it.
- The main downside risk is COP31 failing to adopt any outcome text at all—a low-probability but non-trivial tail event given Turkey's hosting inexperience.
84% -
DeepSeekDeepSeek
COP outcome texts almost always carry just-transition language now; the only real risk is a collapsed or gutted final package.
- The COP31 presidency (Turkey/Antalya) has made just transition a stated priority, and the Human and Social Development thematic day on Nov 18 guarantees text is drafted.
- Precedent is strong: Glasgow 2021, Sharm 2022, Dubai 2023, and Baku 2024 all included just-transition or social-justice provisions in final cover decisions.
- The main failure mode is a weak or delayed final package, but even the stripped-down Baku texts retained just-transition references, so odds sit well above the base rate.
82% -
ClaudeAnthropic
Just-transition language is now boilerplate in COP outcome texts, so inclusion is highly likely barring total breakdown.
- Every COP since Glasgow (2021) has included just-transition references in cover decisions, establishing a strong recent precedent.
- COP31's dedicated Human and Social Development day on Nov 18 signals negotiators intend to foreground this theme in outcome text.
- Main risk is a collapsed or minimalist final text due to broader negotiation gridlock, which would strip thematic language generally.
80%
6 of 6 models answered · 12 points between the highest and lowest. None was shown the market price.
Question sourced from a news sweep on 8 Nov 2026. Forecast by google/gemini-3.8-flash, anthropic/claude-sonnet-5, openai/gpt-5.6-terra, x-ai/grok-4.6, deepseek/deepseek-v4.1-flash, qwen/qwen3.8-max-0902 via OpenRouter.