Food Security of the Northern Territories of the Arctic Countries in the Context of Global Processes
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The intensification of economic development of the Arctic region of the world poses an acute problem of ensuring food security for both the indigenous population and residents of newly formed settlements, as well as employees of enterprises working on a temporary basis and involved in the development of new mineral deposits and the creation of infrastructure facilities. The study by the authors of the scientific problem of food security in the Arctic was the result of previous studies of global trends in the transformation of food systems in the context of the deterioration of food supply to the world and individual regions. The purpose of the study is to identify the current state and prospects for solving the food security problem for the population of the Arctic regions. The authors’ point of view is based on a set of multidirectional trends in food supply in the Arctic countries and consists in the fact that there are clearly pronounced country specifics and approaches to solving this problem in a geographically unified circumpolar region under the impact of a combination of endogenous and exogenous factors. The theoretical basis of the research is the studies of Russian and foreign researchers of food security at the global, regional and country levels. Its information base consists of official statistics of international organizations and countries of the Arctic region, programs and strategies for the development of the Arctic adopted in Canada, Denmark, Finland, Iceland, Norway, Russia, Sweden, and the United States. The authors have developed a typology of food systems in the Arctic regions, identified problems, specifics and general features of ensuring food security in the Arctic zone at the current stage. The conclusions and results of the study can be used in shaping and developing new areas of integrated economic development by Russian federal entities and the authorities of the northern territories of Arctic states in compliance with the basic requirements for food supply
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it