Bibliographic record
Abstract
The article analyzes the process of ensuring energy security from a local state issue to a global world problem. It was determined that countries with developed economies face significant threats to their energy security. Countries with developed economies, respectively, have an industry that is constantly expanding and increasing, so the energy security of such countries has its own specificity, which can be divided into three main categories: national defense, national infrastructure and «environmental costs» to support both. Significant consumption of energy resources by such countries causes environmental and energy problems for all countries of the world, regardless of economic development. It is highlighted that the sphere of national defense of large countries is the most energy-intensive: the US Ministry of Defense accounts for more than 17% of the amount of energy consumed by the federal government as a whole. In connection with the connection of the sphere of energy security with geopolitics, the USA is trying to reduce oil imports from politically unstable countries (OPEC, the Persian Gulf), while increasing supplies from Canada. Such a decision is constructive and logically based: reliability of the supplier country, shorter transportation distance, etc. Strategies for improving US energy security on a national scale are proposed: reduce dependence on imported oil; reduce energy demand in the residential, commercial and industrial sectors; subsidizing the use of biofuel. Spatial imbalances between oil reserves and demand have been shown to induce suppliers to manipulate energy dependence to their advantage. Most often, the method of manipulation is used by Russia: since 1997 (Turkmenistan) and until today (European countries). That is, the scale of the problem shows that the issue of ensuring energy security is relevant for all countries of the world. An important aspect in this process is the constructive policy of each state. The current situation in the field of energy security demonstrates that it has become a major and increasingly important challenge for NATO countries, the EU and the whole world. The perspective of the research can be seen in the development of the Strategy for ensuring energy security of European countries.
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 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".