Bibliographic record
Abstract
This chapter addresses the symbiosis of a discourse that forwards the multiculturalization of Modern Greek society with voices admitting the &s;uninterrupted continuity&s; of its cultural homogeneity. Criticisms of liberal-humanist visions of multiculturalism and the integration of ethnocultural groups recur in studies on Canada where multiculturalism emerged as a mode of nation-building. Relevant measures involved explicit recognition to Canadians whose origin was non-French, non-British and non-Aboriginal, thereby including ethnocultural and racial minorities. Yet, cultural barriers are set to immigrant&s;s political mobilization and full participation in the division of power and resources. The Greek version of multiculturalism is grounded in the precedence that national culture supposedly enjoys over immigrant&s;s history and traditions. In essence, multiculturalist claims are intended to disguise the fact that the pressures raised by the &s;novelty&s; of immigration have not given birth to radical changes in relevant institutions and infrastructures. Turner promptly states that the multiculturalist language developed by cultural nationalists reduces culture to a licence for political separatism.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.010 | 0.061 |
| Scholarly communication | 0.011 | 0.009 |
| Open science | 0.001 | 0.015 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 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".