Organization of Economic Activities in the Public Domain in the Post-Covid 19 Period
Bibliographic record
Abstract
Economic activity is a fundamental component of the human action, within which, through the allocation and use of economic resources, there take place processes of production, circulation, distribution and consumption of material goods and services with a view to meeting the demands.The structure of economic activity includes the following components or fundamental acts: production, circulation, distribution and consumption.By fields of activity, there have been highlighted the positive developments in industry (+ 1.9%), agriculture (+ 2.1%) and constructions (+ 1.2%), in the tertiary sector (-0.6%), but the IT field (+ 0.8%) in the 1st quarter of 2021 compared to the same period in 2020.With an advance of 13.6% in the region, the Romanian economy registered the second best performance, after the economic jump of 17.7% of Hungary.Thus, the Polish economy went up by 11%, while the Czech and Bulgarian economies grew by 8.2% and 10%, respectively.
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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 | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".