Priority measures to overcome the consequences of the introduction of new sanctions against the oil and gas sector of the Russian Federation
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
Subject. The article considers new sanctions against the oil and gas sector of Russia and the policy of leading foreign oil and gas companies. Objectives. The focus is on the assessment of export prospects of the fuel and energy complex. Methods. The study employs methods of comparative analysis and generalization. Results. The paper reveals that new sanctions against the oil and gas industry of Russia are aimed at limiting the export of domestic fuel and energy products, access to oil refining technologies, and investment inflows. The import of hydrocarbons from Russia is not critical for the United States, Great Britain, Canada, and Australia, while the European Union is seriously dependent on the supply of Russian energy resources, and, therefore, there is a time reserve for transformation of the entire domestic energy sector. Conclusions. New sanctions against the energy sector are a powerful external impetus for the domestic petrochemical industry development.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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