Mediterranean Perspectives: Early Spanish and Italian Contributions to the Cinema of Irregular Migration (Giordana, Marra, Soler, Uribe)1
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 article focuses on four relatively early Italian and Spanish films treating “illegal” migrations across the Mediterranean: Imanol Uribe’s Bwana (1996), Llorenç Soler’s Saïd (1998), Vincenzo Marra’s Tornando a casa (2001) and Marco Tullio Giordana’s Quando sei nato non puoi più nasconderti (2005). The analysis predominantly looks at representations of the categories “space” and “place,” which refer both to the spatial structures of the films themselves and to the ideological structures through which the clandestines migrate. The focus of this investigation concentrates on the (border) places linked to “illegal” immigration and proposes four categories through which to understand the cinematic practice of locating irregular migration.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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