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
Families, Lovers, and their Letters takes us into the passionate hearts and minds of ordinary people caught in the heartbreak of transatlantic migration. It examines the experiences of Italian migrants to Canada and their loved ones left behind in Italy following the Second World War, when the largest migration of Italians to Canada took place. In a micro-analysis of 400 private letters, including three collections that incorporate letters from both sides of the Atlantic, Sonia Cancian provides new evidence on the bidirectional flow of communication during migration. She analyzes how kinship networks functioned as a means of support and control through the flow of news, objects, and persons; how gender roles in productive and reproductive spheres were reinforced as a means of coping with separation; and how the emotional impact of both temporary and permanent separation was expressed during the migration process. Cancian also examines the love letter as a specific form of epistolary exchange, a first in Italian immigrant historiography, revealing the powerful effect that romantic love had on the migration experience.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it