Back to the roots? Narratives of integration among Espírito-Santenses in the contemporary e/immigration to Italy
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
In the last quarter of the nineteenth century was a large concentration of foreigners, especially Italians, to be settled in Espírito Santo. At the end of the twenty century, the movement is reversed. But who are these people from Espirito Santo departing and departed? How they live or are living in the land of their ancestors? What relations are established between the spaces of emigration and immigration? To understand these questions the aim is to identify narratives of displacement movement of the colonies of Italian immigration of the Espírito Santo to Italy, the movement of "return" of descendants to the land of their nonni and nonne. To this end, oral history interviews were conducted, focusing on trajectories of women and men who depart, trying to understand the impacts on relationships established within immigration.
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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 | 0.001 | 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 | 0.000 |
| 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 it