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Record W7085053323 · doi:10.1017/plc.2025.10010.pr2

Review: The petrochemical historical bloc: Exposing the extent and depth of opposition to a high-ambition plastics treaty — R1/PR2

2025· peer-review· en· W7085053323 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typepeer-review
Languageen
FieldComputer Science
TopicComputational Physics and Python Applications
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsOpposition (politics)TreatyPoliticsCorporate governanceCivil societyIdeology

Abstract

fetched live from OpenAlex

Support for a high-ambition plastics treaty is gaining strength, particularly within global civil society and among lower-income developing countries. Still, opposition to binding measures – such as obligations to regulate petrochemicals or reduce global plastics production – remains intense and widespread. We propose the concept of a “petrochemical historical bloc” to help reveal the depth and extent of the forces opposing strong global governance of plastics. At the bloc’s core are petrostates and industry, especially producers of oil and gas feedstock, petrochemicals and plastics. Extending its influence are broader social forces – including certain political and economic institutions, consultancy firms and nongovernmental organizations – that reinforce and legitimize the discourses and tactics thwarting a high-ambition treaty. This bloc is driving up plastics production, externalizing the costs of pollution, distorting scientific knowledge and lobbying to derail negotiations. Yet the petrochemical historical bloc is neither monolithic nor all-powerful. Investigating differing interests and evolving politics within this bloc, we contend, can expose disingenuous rhetoric, weaken low-ambition alliances and reveal opportunities to overcome resistance to ambitious governance. In light of this, and toward highlighting fractures and potential counter-alliances and strategies, we call for a global research inquiry to map the full scope and nature of the petrochemical historical bloc.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.481
Threshold uncertainty score0.569

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.025
GPT teacher head0.294
Teacher spread0.269 · 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