Seeking Better Life Chances by Crossing Borders: The Existential Paradox and Strategic Use of Italian Citizenship by Migrant Women
Bibliographic record
Abstract
Based on long-term ethnographic fieldwork carried out in Naples (Italy) in the period 2014 to 2020, this article focuses on the rearticulation of the migration–citizenship nexus through a gender perspective. The article questions how migrant women exercise their agency despite the structural constraints that prevent their full inclusion and how they are able to cross and transgress the boundaries of citizenship and national belonging in search of better life opportunities. The data analyzed show the existential paradox linked to the migration–citizenship nexus that affects the lives of migrant women in Italy and their use of citizenship as a strategy to react to a blocked destiny, to follow one’s aspirations, and to rebalance gender relations. The article refines an integrated approach that considers the relationship between agency, aspiration, and capability as a broader theoretical framework within which to jointly study the dynamics of gender, migration, and citizenship as closely related, beyond the boundaries of fixed and opposite categories.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".