«Ser testigo es necesario»: la poética política de Margaret Atwood
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
La relación entre literatura y compromiso político es una preocupación central de la \nescritora canadiense Margaret Atwood (Ottawa, 1939) que no se limita a su obra literaria, \nsino que se completa y reafirma con su militancia en organizaciones como Amnistía \nInternacional. Desde su dimensión como autora comprometida con la defensa de los \nderechos humanos, este ensayo presenta una aproximación a la poética política de \nMargaret Atwood a través del comentario de sus colecciones de poemas publicadas en \nlas décadas de los setenta y de los ochenta. Del análisis de dichos poemarios se desprende \nque la política, entendida como la organización humana del poder, es un aspecto \nesencial para comprender su obra, pese a que muchos críticos hayan ignorado el \ncontenido socialista y democrático de su producción literaria.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.062 | 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