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
Greece has been typically a southern European emigration country until the 1970s but shifted rather abruptly to becoming a host country after 1989, developing slowly and reluctantly migration, integration, and asylum policies. This chapter offers an overview of the migration policies and challenges that Greece faces in the twenty-first century and on how these have evolved in the 2000s and 2010s. The chapter starts with a short presentation of the migrant population in Greece, its composition, and its insertion in the labour market so as to give a sense of the socio-economic and demographic importance of immigration in Greek society today. It then looks at the evolution of immigration and asylum policies in relation also to the politics behind such evolutions, notably the positions of the two main parties, New Democracy and PASOK, and more recently SYRIZA, as well as the role of external pressures from fellow member states and EU institutions and the overall role of exogenous factors, such as the dramatic increase of asylum-seeking flows since 2015. The chapter concludes with some critical observations concerning the present and future of immigrants and their descendants in Greek society.
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 | 0.000 | 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) | 0.001 | 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