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Record W4385312035 · doi:10.24094/kghk.022.087

Challenges of the F-gas regulation review in relation to EU decarbonisation goals

2023· article· en· W4385312035 on OpenAlexaboutno aff
Hrvoje Krapanić

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicSpacecraft and Cryogenic Technologies
Canadian institutionsnot available
Fundersnot available
KeywordsRefrigerantCommissionRelation (database)NeutralityProduct (mathematics)European commissionCarbon neutralityEnvironmental economicsBusinessEuropean unionComputer scienceEngineeringRenewable energyEconomicsPolitical scienceLawInternational tradeFinanceElectrical engineeringMechanical engineering

Abstract

fetched live from OpenAlex

The EU Commission draft proposal for the F gas regulation EU 514/2014 review was published in April 2022. This draft proposal is foreseen to adapt to new challenges coming from the EU Green Deal – striving to achieve carbon neutrality by 2050, while keeping also alignment with the EU commitment towards the Montreal Protocol - Kigali amendment. There are different views how the revised F gas regulation should contribute to these goals. This paper analyses elements of the draft proposal in which the proposal: gets more strict for RACHP equipment (product bans) and reduces available amounts of refrigerant on the market (phase down quota) for new equipment as well as for servicing needs. It will also show the challenges of the proposed changes and adaptations, impact on the market and industry of RACHP equipment – relation to energy efficiency of the equipment, availability of the HFC refrigerants, new alternatives, etc.

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 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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.929
Threshold uncertainty score0.144

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 head0.034
GPT teacher head0.253
Teacher spread0.219 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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
Published2023
Admission routes1
Has abstractyes

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