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
Fitz outlines and defines Inter-American Studies as an emergent field and examines the profound effect it is already having on a great variety of disciplines, from literature to law, and from music to medicine. He argues that Inter-American Studies provides a solid methodological basis for the comparative study of the nations and cultures of the Americas: indigenous peoples, past and present; English and French-speaking Canada; the United States, Spanish America, Brazil, and the Caribbean. <br><br> Fitz perfila y define estudios interamericanos como una disciplina emergente y examina el efecto profundo que ya tiene sobre una gran variedad de disciplinas, desde la literatura a la ley, y de la música a la medicina. Él argumenta que los estudios interamericanos proporcionan una base sólida metodológica para el estudio comparativo de las naciones y las culturas de América: nuestros pueblos indígenas, del pasado y del presente; el Canadá de habla inglés y francés; los Estados Unidos, la América Hispana, el Brasil, y el Caribe. <br><br> Fitz esboça e define Estudos Inter-Americanos como uma especialidade emergente e examina o efeito profundo que já tem sobre uma grande variedade de disciplinas, desde a literatura ao direito, e da música à medicina. Ele argumenta que Estudos Inter-Americanos provêm uma base sólida da metodologia para estudos comparativos das nações e culturas da América: nossos povos indígenas, do passado e da presente; a Canada que fala francês e a que fala inglês; os Estados Unidos, a América Hispânica, o Brasil e o Caribe. <br><br> Fitz dresse le portrait des « études inter-américaines », les définit comme un domaine d’études nouveau et examine son influence profonde sur un grand nombre de disciplines, allant de la littérature au droit, ou de la musique à la médecine. Il affirme que les études inter-américaines offrent une base méthodologique solide pour l’étude comparative des nations et cultures du continent américain: nos peuples indigènes d’hier et d’aujourd’hui ; le Canada anglophone et francophone ; les Etats-Unis, l’Amérique hispanique et le Brésil, et les Caraïbes.
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 | 0.001 |
| 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