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
Mr. Imutan very briefly describes his travels from the Philippines to California; he began working in Delano, California, but he quickly became involved with the American Federation of Labor and Congress of Industrial Organizations (AFL-CIO); in September of 1965, he was part of a strike that was a continuation of earlier efforts in Coachella, California, to achieve better pay; events in Coachella turned violent, with people getting hurt and equipment being damaged; after demands were met in Coachella, the same companies refused the same wages in Delano, hence the continuing strike; within roughly a week, Cesar Chavez joined the strike; Andy goes on to comment on the Filipino work crews, as well as their community and union interactions with the Agricultural Workers Organizing Committee (AWOC); in addition, he details his organizing and fundraising efforts with the union, as well as his various travels; eventually, Chavez put him in charge of the Stockton and Delano, California, chapters of the organization; later, he began his own Filipino organization, which helped families and young wives acquire various work skills; he ultimately returned to the Philippines.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.023 | 0.002 |
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