The Value of Information. Mobility and Border Knowledge Battlegrounds in the Ventimiglia Region
Bibliographic record
Abstract
This contribution explores the acquisition, circulation and negotiation of knowledge related to mobility and border crossing among migrants at the French-Italian border of Ventimiglia. Despite governmental deterrence policies and border controls, the pursuit of “secondary movements” seems not to decrease, and is increasingly putting Europe to the test. In this context, the underground knowledge network that exists can be used to circumvent legal and geographical borders and to gain access to forms of citizenship. The “right” information is thus fundamental in determining the level of risk embedded in the various pathways and practices of de-bordering, as well as in constructing specific behaviors and migration carriers. To examine contentious information issues, we have participated in activities supporting the Progetto20k collective, including: Eufemia Info&legal point, an independent solidarity center in Ventimiglia; and the Italian-French Border Guide, a project designed to produce and spread mobility knowledge.
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How this classification was reachedexpand
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 | 0.003 | 0.001 |
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".