Eastern <scp>E</scp> uropean Immigrants
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 political changes in eastern Europe that took place after 1989 led to a greater number of people leaving their home countries to look for better working conditions in other countries. It is possible to identify two basic patterns of this migration: the first and most common targets are the wealthier countries of the European Union, and the second are the classical targets of emigration, such as the United States or Canada. In the majority of cases, labor migration has replaced political migration. In the European Union there is the obvious issue of economic liberalization between the member states as they attempt to integrate economically. This trend is a key factor in the facilitation of migration. Most immigrants from eastern European countries are young people aged 35 and above on average or well‐educated professionals. With increased migrational movement in these countries, new social phenomena have emerged, such as Euro‐orphanhood, fluid populations, and an increased number of mixed marriages.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 | 0.001 |
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 it