Beyond multiculturalism: interculturalism, diversity and urban governance
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
This review article discusses the volume by Giovanna Marconi and Elena Ostanel, eds. The Intercultural City: Migration, Minorities and the Management of Diversity, I.B. Tauris, 2016, in the larger context of studies on inclusion of migrants in cities. It evaluates the merits of interculturalism argument presented by the editors and contributing authors as it is applied to the migrants’ and refugees’ needs and demands from the city and public at large, and the transformation of identities of public spaces challenging assumptions of cultural uniformity at the national level. The issue of the viability of equitable and normatively justifiable governance of difference above and beyond multiculturalism is a very important one, especially so in an era where Deferred Action for Childhood Arrivals and expulsions of the Dreamers from the American cities have become part of our daily reality.
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 | 0.003 | 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 | 0.000 |
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