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
Within a year and half after the global recession began in September 2008, one quarter of Brazilian residents in Japan had returned to Brazil, which critically damaged the once thriving ethic Brazilian businesses in Japan’s Brazil Towns. Brazilian dekassegui workers largely married among themselves, and gender subordination often came to be reproduced and even strengthened in the Brazilian diaspora. Over the years, due to Japan’s prolonged recession, the Brazilian population in Japan came to be dispersed. Japanese Brazilians remaining in Japan became increasingly nationalistic as Brazilians, imagining their homeland for its bright future, with the World Cup (2014) and Summer Olympics in Rio de Janeiro (2016). While being positioned collectively as Brazilians, Japanese Brazilians have not come to form a homogenized Brazilian identity in Japan and continued to position themselves individually over “the face” and the definition of Nikkeiness.
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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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