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Record W4313501537 · doi:10.18357/bigr41202220564

Asylum Seekers in Small Villages: Spatial Proximity and Integration in Italian and French Villages

2022· article· en· W4313501537 on OpenAlex
Stefania Adriana Bevilacqua, Daniel Bertaux

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBorders in Globalization Review · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Refugees, and Integration
Canadian institutionsnot available
Fundersnot available
KeywordsRefugeePolitical scienceGeographySeekersEconomic growthSocioeconomicsSociologyLaw

Abstract

fetched live from OpenAlex

What happens when asylum seekers from African or Middle Eastern countries are resettled by authorities in small European villages? When they arrive, are they welcomed, or on the contrary, rejected by villagers? Generally speaking, overseas migrants usually wish to be resettled in large European cities. As for European villagers, they tend to form communities closed on themselves, so one might expect a rather cold reception. However, fieldwork in Italian and French villages where asylum-seeking migrants were resettled shows that this is not necessarily the case. Having observed resettlement experiences in the Italian region of Molise and the French region of Alsace, we discovered that, wherever migrants are hosted within the confines of a village, villagers get frequent opportunities to meet them, learn to communicate with them, and spontaneously offer help, especially to children, women, and whole families. The lack of a common language does not prevent day-to-day iwnteractions or development of interpersonal relations. Children go to school and are keen to learn the host society’s language; adult migrants receiving help want to reciprocate by working for free, thus allowing them to quickly learn European ways and skills. If most asylum seekers eventually leave for larger cities, the months spent in a village prove to be a useful step preparing them for further resettlement.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.587
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.013
GPT teacher head0.297
Teacher spread0.284 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it