National industry building as the basis for satisfaction ukrainian population’s vital interests.
Bibliographic record
Abstract
It is quite possible to achieve a decent level of satisfaction of the vital interests of the population provided that the national industry develops at the proper level. This is confirmed by the experience of the G7 countries (USA, UK, Canada, Germany, France, Italy, Japan), demonstrating a high level and quality of life. However, the percentage of industry in Ukraine’s GDP during the years 2006-2015 markedly decreased. The index of satisfying the vital interests of the population by various methods is calculated. It has been established that for all alternative ways, the result of the indicated index follows a trend of gradual decline. Substantially close correlation of the levels of industrial development and satisfaction of the vital interests of the population of Ukraine. The conclusion is made about the urgent need for the development of national industry as the basis for the future existence of Ukrainian man, society, and the state. This should be organically implemented in the format of the tasks of Ukraine in the context of the deployment of global megatrends and sustainable development goals.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".