Economic Cooperation between Ukraine and Sweden: Historical Parallels and Experience of Ensuring Permanent Neutrality and Statehood (at the End of the XVIII – the I Quarter of the XX centuries)
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 main idea of the article is the study of maintaining the principles of permanent neutrality, national competitiveness of the economy and the creation of a capable army basing on the example of economic cooperation between the Ukraine and Sweden in the end of the XVIII – the I quarter of the XX centuries. The author studied the problem of establishing economic and military co-operation between Ukraine and the Sweden in the end of the XVIII and in the I quarter of the XX centuries. Also the article covers the Swedish colonization of the Ukrainian lands at the end of the 18th and 19th centuries. The problem of economic cooperation between Ukraine and Sweden in the end of the XVIII and in the I quarter of the XX centuries, as well as the possible experience of partner-ship between the two countries in defense and security (in the first quarter of the XX century) became the subject of special research in this article.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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