Migration in the Context of a Multination State: Language Policies, Division and Intolerance in South Tyrol
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 aim of this contribution is to situate South Tyrol among other multination states as Flanders, Québec and Catalonia, as an attempt to broad the models of multi-level governance especially in what regards the accommodation of migrants. Furthermore, this paper shows how language policies affects migrants settled in this Italian multinational context, presenting data collected in semi-structured interviews that shows the perspective of migrants towards the policy of declaration of linguistic affiliation or aggregation and division in society. The topics of racism and xenophobia were also raised by the participants, relating to linguistic issues of non-legitimation of the speaker. The outcomes showed that migrants perceive the policy of declaration as a burden, since part of the participants interviewed claim that they do not feel represented by this policy, which enhances social division.
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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 | 0.000 | 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) | 0.000 | 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