Global Geography of ‘Little Italy’: Italian Neighbourhoods in Comparative Perspective
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
Between 1870 and 1970 the migration of 26 million people from Italy produced an uneven geography of Little Italies worldwide. Migrants initially clustered residentially in many lands, and their festivals, businesses, monuments and practices of everyday life also attracted negative commentary everywhere. But neighbourhoods labelled as Little Italies came to exist almost exclusively in North America and Australia. Comparison of Italy's migrants in the three most important former ‘settler colonies’ of the British Empire (the USA, Canada, Australia) to other world regions suggests why this was the case. Little Italies were, to a considerable extent, the product of what Robert F. Harney termed the Italo-phobia of the English-speaking world. English-speakers’ understandings of race and their history of anti-Catholicism helped to create an ideological foundation for fixing foreignness upon urban spaces occupied by immigrants who seemed racially different from the earlier Anglo-Celtic and northern European settlers.
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 | 0.001 |
| 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