Aims and Tools of Competitive Policy in the Russian Metal Industry over the Past Quarter Century
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
Paper is devoted to the analysis of impact of foreign trade and antitrust policies on development of competition and the position of domestic buyers of Russian metal products. It presents a stylized description of the development of the Russian metallurgy over 25-year period, considering the peculiarities of industry, which influence the problems of competition policy; paper describes the application of competition and foreign trade policies in the industry, taking into account relationships with industry structure. It illustrates the problem of trade-off between an increased competitiveness in world market and consumers protection within the country in relation to industries with the dominance of large exporters. The analysis revealed contradictions in pursued policy: approval of mergers that might restrict competition in the markets of metal products in Russia, and relatively high level of import protection are not consistent with regular investigations of violation of antitrust legislation by Russian metal producers, based on harm imposed to domestic consumers.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 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