Urban Solidarity: Perspectives of Migration and Refugee Accommodation and Inclusion
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 concept of solidarity and related policies and practices are central to many urban initiatives throughout the global north that support vulnerable migrants and refugees. In this paper, I unpack various meanings of the concept of solidarity within urban migrant- and refugee-supporting initiatives and campaigns. Drawing on expert interviews with activists, community leaders, and municipal administrators and politicians in Berlin and Freiburg, Germany, and Zurich, Switzerland, I show the complexity and contradictory manner in which urban solidarity is understood and practiced. While urban solidarity may appeal to a wide political spectrum and incorporate top–down policies and bottom–up practices and approaches, urban actors also embrace various terminologies, such as Solidarity City and urban citizenship, in response to local circumstances and political strategies.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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