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 chapter argues that the migratory flow had begun to diminish and knew that the transformation of the community would proceed apace, the logical conclusion would be that the children of emigrants would eventually become Americans—albeit hyphenated Luso-Americans. The first was Laura Bulger’s Vaivem, a double novelty since she was both the first Canadian and also the first woman from the North American diaspora to fictionalize immigrant issues. Vestiges of the American experience of Alberto de Lacerda—one of the major poets of his Portuguese generation—who has lived in the United States since the sixties can be found in his Oferenda-II. In prose there is Katherine Vaz, whose novel was acclaimed as the first great contemporary work in American literature originating from someone from Portuguese descendency. Diane Ravitch declared that the American paradox consisted of the fact that the country has a common culture, but it is a culture that is multicultural.
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) | 0.001 | 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) | 0.025 | 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