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
<JATS1:p>This comprehensive encyclopedia covers the reciprocal effects that the politics, foreign policy, and culture of Spain, Portugal, and the American nations have had on one another since the time of Columbus.</JATS1:p> <JATS1:p>From the discovery of Newfoundland and Labrador by Portuguese explorer Gaspar Corte Real in 1501 to the phenomenal Hollywood careers of Spanish movie stars such as Antonio Banderas and Penelope Cruz,Iberia and the Americastraces 500 years of Iberian influence on the Americas and vice versa. Featuring six introductory essays and a chronology of key events, this three-volume encyclopedia examines more than five centuries of transatlantic encounters.</JATS1:p> <JATS1:p>Students of a wide range of disciplines, as well as the lay reader, will appreciate this exhaustive survey, which traces Spanish and Portuguese influence throughout the Americas and highlights how Iberian cultures have in turn been enriched by the diverse cultures of the Americas.</JATS1:p>
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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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