Making Sense of Migration from the Other Side of the Ocean: Letters of the Families and Friends Who Remained Behind
Bibliographic record
Abstract
che piangere e pensare a te.Ora sono tranquilla e contenta nell'apprendere dalla tua lettera del viaggio tranquillo e della buona accoglienza da parte dei tuoi genitori.Anche per me sarebbe stata una grande gioia stare vicino a voi e partecipare alla vostra felicit.Io prego il Signore che mi dia la fortuna di poterti riabbracciare... Ti raccomando di essere buona e brava come sei stata con tua madre e di rispettare i tuoi genitori e di voler bene a tuo marito, perch nella vita l'unica felicit volersi bene.Grazie delle mille lire che mi hai mandato.Il mio pensiero sempre rivolto a voi e vorrei esservi vicino, ma la lontananza troppa, quindi non possibile.Tanti baci e abbracci a te e Domenico con la Santa Benedizione. MammaMy dearest daughter,
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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 | 0.000 | 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 | 0.000 | 0.001 |
| 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".