MétaCan
Menu
Back to cohort
Record W4387043665 · doi:10.1093/yiel/yvad034

C. Turkey

2022· article· en· W4387043665 on OpenAlexaffabout
Kutay Kutlu

Bibliographic record

VenueYearbook of International Environmental Law · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsYork University
Fundersnot available
KeywordsYearbookLibrary sciencePolitical scienceLawComputer science

Abstract

fetched live from OpenAlex

Last year’s report made mention of Turkey’s ratification of the Paris Agreement as well as the country’s plans regarding organization of a Climate Council meeting for laying out a roadmap regarding Turkey’s climate change policy. In February, the Climate Council took place, and the advisory decisions published after the meeting include 217 recommendations, which are the outputs of seven commissions ( ). To begin with, the Greenhouse Gas Mitigation-1 Commission delivered recommendations under the policy fields of energy, transportation, and industry. Second, the Greenhouse Gas Mitigation-2 Commission worked on the policy fields of agriculture, land use, land use change, and forestry, waste, and buildings. Third, the Science and Technology Commission focused on the policy areas of climate change, environment, and biodiversity, clean and circular economy, clean, accessible, and secure energy supply, green and sustainable agriculture, sustainable smart transportation, and horizontal policy fields. Fourth, the Green Finance and Carbon Pricing Commission held discussions on green finance as well as carbon pricing and an emissions trading system. Moreover, the Climate Change Adaptation Commission produced recommendations on possible adaptation measures, while the Local Governments Commission focused on the role of local governments. Finally, the Migration, Just Transition, and other Social Policies Commission elaborated on the policy fields of climate induced migration, climate justice, just transition, education and awareness, and health.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.761
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.2390.142

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 head0.007
GPT teacher head0.251
Teacher spread0.244 · 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.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2022
Admission routes2
Has abstractyes

Explore more

Same venueYearbook of International Environmental LawSame topicEnvironmental law and policyFrench-language works237,207