MétaCan
Menu
Back to cohort
Record W1823208540 · doi:10.1111/area.12144

Are we living in a post‐<scp>B</scp>asel world?

2014· article· en· W1823208540 on OpenAlexafffund
Josh Lepawsky

Bibliographic record

VenueArea · 2014
Typearticle
Languageen
FieldEnvironmental Science
TopicRecycling and Waste Management Techniques
Canadian institutionsMemorial University of Newfoundland
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsThe ImaginaryDumpingHazardous wasteWork (physics)International tradeBusinessEconomyEconomicsEngineeringWaste management

Abstract

fetched live from OpenAlex

The B asel C onvention (the C onvention) is a key piece of law governing the international waste trade. The spirit of the C onvention is to prohibit the dumping of hazardous waste from ‘developed’ countries to ‘developing’ countries. Yet, a careful consideration of the C onvention suggests a problematic geographical imaginary at work in it. It imagines a bi‐modal world comprised of what it calls A nnex VII countries ( O rganization for E conomic C ooperation and D evelopment ( OECD ), the E uropean C ommunity ( EC ) and L ichtenstein) and non‐ A nnex VII countries (all other signatories) and seeks to prohibit the shipment of hazardous waste from the former to the latter. In effect, what this geographical imaginary attempts to institute is a world of trade in which all non‐ A nnex VII territories are equally vulnerable to hazardous waste dumping from A nnex VII territories, but not vulnerable to such dumping amongst themselves. Yet, the non‐ A nnex VII grouping contains a hugely diverse set of countries, including the two largest non‐ A nnex VII economies, C hina and I ndia. Drawing on textual analysis of C onvention documents and trade data available for C hina and India, the paper engages with recent research into the growing role of ‘ S outh– S outh’ trade to critically engage with the geographical imaginary of the B asel C onvention. It suggests that as the global patterns of hazardous waste trade shift, the relevance of the B asel C onvention's geographical imaginary declines.

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)0.002
metaresearch head score (Gemma)0.004
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: Commentary · Consensus signal: none
Teacher disagreement score0.038
Threshold uncertainty score0.128

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0120.013
Scholarly communication0.0170.016
Open science0.0010.005
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0380.008

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 head0.016
GPT teacher head0.227
Teacher spread0.211 · 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
GenreCommentary

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

Citations33
Published2014
Admission routes2
Has abstractyes

Explore more

Same venueAreaSame topicRecycling and Waste Management TechniquesFrench-language works237,207