MétaCan
Menu
Back to cohort

ГОРЮЧЕСТЬ ХЛАДАГЕНТОВ КАК СЛЕДСТВИЕ ПРАВОВОГО РЕГУЛИРОВАНИЯ ПОТРЕБЛЕНИЯ ОЗОНОРАЗРУШАЮЩИХ ВЕЩЕСТВ: ПУТИ РЕШЕНИЯ ПРОБЛЕМЫ, ДОСТИГНУТЫЕ РЕЗУЛЬТАТЫ

2025· article· ru· W4411145134 on OpenAlexaboutno aff
I. P. Eltyshev, P. S. Kopylov, С. Н. Копылов, Е.А. Афанасьев

Bibliographic record

VenuePozharnaia bezopasnost` · 2025
Typearticle
Languageru
FieldEarth and Planetary Sciences
TopicAtmospheric Ozone and Climate
Canadian institutionsnot available
Fundersnot available
KeywordsMedicine

Abstract

fetched live from OpenAlex

Приведены возможные последствия глобального потепления климата на Земле. Показано, что подписание Кигалийской поправки к Монреальскому протоколу по веществам, разрушающим озоновый слой Земли, привело к появлению экологически безопасных, но горючих хладагентов. Показана возможность создавать негорючие смеси хладагентов, используя горючие, но короткоживущие вещества с ингибиторами горения, являющимися парниковыми газами. The paper discusses the environmental implications of rising global temperatures due to the adoption of various international environmental agreements. The accumulation of greenhouse gases in the atmosphere has been shown to have negative consequences for the global climate. The paper also examines the legal framework for regulating the use of ozone-depleting substances, as well as the role of greenhouse gas emissions in increasing average annual temperatures. It is noted that the rate of increase in greenhouse gas emissions is higher than that of ozone-destroying substances, due to their widespread use in industry. It has been shown that the adoption of the Kigali Amendment to the Montreal Protocol on Substances Depleting the Earth’s Ozone Layer has led to specific challenges related to the fire safety of refrigerants. This is because greenhouse gases have been replaced primarily by marginal hydrocarbons (propane, butane, and isobutane), as well as some hydrofluorinated olefins. According to the requirements of the amendment, greenhouse gas emissions should be reduced by 85 % by 2036. This poses challenges for a safe transition to alternative substances. Due to the fact that it is not feasible to completely eliminate the use of fluorinated alkanes as refrigerants due to their greenhouse gas properties, the rationality of developing non-flammable mixtures becomes justified. One of these mixtures should contain a substance with high global warming potential, such as one of the R-23, R-125 or R-227 series refrigerants, which acts as an inhibitor of gas-phase combustion. The other component of the mixture should be a chemical compound that has a short lifetime in the atmosphere. Examples of the efficacy of this approach have been demonstrated, allowing for compliance with environmental regulations while ensuring the fire safety of equipment utilizing these refrigerants.

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)0.003
metaresearch head score (Gemma)0.006
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: Empirical · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.082

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0030.006
Scholarly communication0.0100.004
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0240.007

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 head0.009
GPT teacher head0.229
Teacher spread0.220 · 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
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venuePozharnaia bezopasnost`Same topicAtmospheric Ozone and ClimateFrench-language works237,207