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LEGAL PROSPECTS FOR THE DEVELOPMENT OF FOOD SECURITY IN THE ARCTIC ZONE OF THE RUSSIAN FEDERATION

2023· article· en· W4385431911 on OpenAlexaboutno aff
Galina V. Goncharuk

Bibliographic record

VenueRussian Studies in Law and Politics · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsFood securityLegislationPolitical scienceRelevance (law)Human settlementRussian federationArcticNational securityPublic administrationEconomic growthAgricultureBusinessEnvironmental planningEconomicsLawGeographyEconomic policyEcology

Abstract

fetched live from OpenAlex

The relevance of the issue studied in the article lies in the fact that the achievement of food security in the territories of the Arctic zone of the Russian Federation (hereinafter also AZRF), to which there is no year-round access by land transport, is a challenge for the state in matters of ensuring national security. One of the ways to achieve food security in the Russian Arctic is the northern delivery. The purpose of the study is to propose a number of directions for the development of Russian Arctic legislation based on the analysis of the legal documents of the Russian Federation, international legal documents, as well as the positive experience of Canada in the field of food security regulation. The article considers the positive experience of Canada in regulating public relations in the field of pursuing a centralized food security policy, as well as in organizing public greenhouses and gardens, and analyzes the possibility of applying these foreign development directions in the legislation of the Russian Federation. In the final part of the article, the author comes to the conclusion that it is necessary to apply a more systematic approach in the field of food security, linking legal documents adopted in various areas of public relations (health, social sphere, science and innovation in agriculture, development of transport infrastructure and rural settlements), into a single concept, a common action plan to achieve the global goal - food security. A separate place in this concept should be occupied by the processes of organizing the northern delivery and measures to develop their own agricultural production of vegetables and fruits in the territory of the Russian Arctic, according to the experience of Canada.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.364
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
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 head0.053
GPT teacher head0.354
Teacher spread0.301 · 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.

Study designTheoretical or conceptual
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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