Global Transformation of Employment as a Factor of Country’s Labor Market Development
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 global transformation of employment is a comprehensive process that changes the principles of market relations and defines the interstate commonality of requirements for the use of labor potential. In case of inconsistency of the global transformation of employment with national peculiarities, the phenomenon of global-local polarization occurs. The labor markets of countries are increasingly affected by global transformational changes, the main factors of which are humanization, dynamic scientific and technological progress, intellectualization, development of the society and the knowledge economy, the appearance of the digital economy, demographic processes, increasing resource mobility, a focus on sustainable development goals, high competition in labor markets, economic growth. Each factor causes specific changes in the labor markets with the appearance of new spheres, forms, standards, employment conditions, features of protection, spatial organization and regulation.
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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 | 0.001 |
| 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) | 0.001 | 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