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Two Level Games and the Future of the Climate Regime

2001· article· en· W2184692969 on OpenAlex
Shardul Agrawala, Steinar Andresen

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEnergy & Environment · 2001
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicClimate Change Policy and Economics
Canadian institutionsnot available
Fundersnot available
KeywordsDiplomacyGreenhouse gasPoliticsGlobal warmingTreatyNegotiationClimate changePolitical scienceGovernment (linguistics)EconomyEconomicsLaw

Abstract

fetched live from OpenAlex

The summer of 1988 holds a particularly prominent place in the history of global climate change policy. Heat waves, drought, and forest fires in North America, the first billiondollar hurricane in the Caribbean, and the breakage of a massive chunk of ice off the coast of Antarctica that year were viewed by many as a preview of the impacts of global warming. US presidential candidate George Bush (Sr.) promised that if elected, he would combat the greenhouse effect with “the White House Effect”. Scientists also weighed in, including a famous Senate testimony by NASA climate modeler James Hansen who claimed he was “99% certain” that the anomalous weather in the US was not a chance event, and that it was time to stop “waffling” around scientific uncertainty. Meanwhile the first elements of an international climate treaty began to emerge at the Toronto Conference of the Atmosphere that was hosted by the Canadian government in June 1988. Many key ideas that were introduced at Toronto – the need for industrialized countries to accept historical responsibility and take the first steps at reducing greenhouse emissions, a call for 20% cuts in industrialized country carbon dioxide emissions from 1988 levels by 2005, and the establishment of an international funding mechanism to assist developing countries in enacting any future emissions cuts – have all cast a long shadow on subsequent intergovernmental negotiations. In that same summer of 1988, far removed from the growing policy interest in global warming, Harvard political scientist Robert Putnam published a theoretical essay entitled “Diplomacy and domestic politics: The logic of two-level games” (International Organization, 1988). In this paper Putnam proposed a simple but elegant argument:

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.876
Threshold uncertainty score0.487

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.039
GPT teacher head0.202
Teacher spread0.163 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it