Is Romania in a social and economic crisis caused by emigration? The new policy of the Romanian state on migration
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
Romania is a major labor force exporter, especially for other European Union states. Starting with 1990, more than three and a half million people left Romania, almost a quarter of the population of this state. The Romanian Government has witnessed this phenomenon for many years, often seeing it as a positive phenomenon, although experts in the field have warned on the devastating effects of the phenomenon on longterm. The presentation focuses on answering a question: Is Romania in a social and economic crisis caused by emigration? Analyzing the socio-economic situation, the answer is undoubtedly ”Yes”. The effects are devastating: demographic decline, decrease of workforce, emigration of doctors and highly qualified specialists, children left home without protection and many others. In this context, in the last three years, the Romanian state has begun to apply an aggressive policy to attract back the Romanian emigrants and to fill the labor market deficit with workers from other countries..
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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