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Record W3012809598

Different perspectives on differentiated responsibilities: a state-of-the-art review of the notion of common but differentiated responsibilities in international negotiations

2014· review· en· W3012809598 on OpenAlexaboutno aff
Pieter Pauw, Clara Brandi, Carmen Richerzhagen, Steffen Bauer, Hanna Schmole

Bibliographic record

VenueEconstor (Econstor) · 2014
Typereview
Languageen
FieldEconomics, Econometrics and Finance
TopicClimate Change Policy and Economics
Canadian institutionsnot available
FundersDeutsches Institut für EntwicklungspolitikBundesministerium für Wirtschaftliche Zusammenarbeit und EntwicklungJoint Research CentreGoverno BrasilEuropean CommissionUniversity of OxfordUniversity of BristolUnited Nations Development ProgrammeGovernment of Jiangxi ProvinceU.S. Environmental Protection Agency
KeywordsPolitical scienceNegotiationKyoto ProtocolClimate changeGreenhouse gasPolitical economy of climate changeUnited Nations Framework Convention on Climate ChangePoliticsDeveloping countryState (computer science)Political economyDevelopment economicsInternational tradeBusinessEconomic growthEconomicsLawEcology
DOInot available

Abstract

fetched live from OpenAlex

Anthropogenic climate change is a formidable global challenge. Yet countries’ contributions to global greenhouse gas emissions and the climate change impacts they face are poles apart. These differences, as well as countries’ different capacities and development levels, have been internationally acknowledged by including the notion of Common But Differentiated Responsibilities (CBDR) and Respective Capabilities under the 1992 United Nations Framework Convention on Climate Change (UNFCCC). The logic of CBDR was paramount in enabling negotiators to agree on an international legal framework for climate policy in the 1990s. Quite paradoxically, however, it has since proved to be a major obstacle in negotiating a universal new climate agreement, now envisioned for 2015 under the UNFCCC’s “Durban Platform”. The UNFCCC’s original dichotomous differentiation between “Annex I” parties (basically comprising “industrialised countries”) and “Non-Annex I” parties (i.e. developing countries) reflects neither scientific knowledge nor current political realities. The system of international climate policy has thus become dysfunctional. In fact, mitigation efforts by industrialised countries alone would be insufficient to avoid dangerous climate change, even if they were far more ambitious than they currently are. The diversification of state groups and country coalitions among developing countries, and the rise of emerging economies such as China and India – now among the world’s major greenhouse gas emitters – warrant a critical reconsideration of the conceptualisation and implementation of CBDR. Yet, no progress has been made so far to adequately adjust for the UNFCCC’s principled anachronism. It is against this background that this DIE Discussion Paper presents a state-of-the-art review of the notion of CBDR in international negotiations. It thus aims to identify mechanisms that could contribute to reinvigorating CBDR as a meaningful guiding principle for a 2015 climate agreement under the UNFCCC. To this end, it first considers the normative framing of CBDR and reviews the way CBDR has been conceptualised and interpreted in the academic literature. Second, it scrutinises the way CBDR manifests itself under the UNFCCC and how it explains the Annex I / Non-Annex I dichotomy before it summarises the respective political standpoints of some of the UNFCCC’s most important and influential parties (or groups of states). Third, it provides an analysis of the way CBDR or CBDR-like approaches have been put into practice in a variety of international regimes and policy arenas, including the World Trade Organization, the Montreal Protocol and the burgeoning debate on universal Sustainable Development Goals. The discussion paper thus brings forward different approaches for the attribution of emissions, criteria and means that allow for a differentiation of responsibilities for the reduction and limitation of emissions, as well as for mechanisms that facilitate broad participation in the conceptualisation and implementation of CBDR. It concludes that a flexible implementation of CBDR is needed to take into account the multiplication of country coalitions among developing countries and the rise of emerging economies. Finally, we argue for a flexible regime that would include differentiation of state groups beyond the Annex I / Non-Annex I dichotomy, with graduation and exclusion mechanisms that are based on a set of transparent, measurable and verifiable indicators of development, emissions and capacities.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.017
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.021
Threshold uncertainty score0.090

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.027
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0050.014
Science and technology studies0.0050.030
Scholarly communication0.0210.029
Open science0.0040.007
Research integrity0.0090.015
Insufficient payload (model declined to judge)0.0070.002

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 head0.061
GPT teacher head0.292
Teacher spread0.232 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations42
Published2014
Admission routes1
Has abstractyes

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