¡Tú, migrante!: la construcción de las representaciones de la migración en el contexto de América del Norte y Centroamérica
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
Introducción; La cultura mexicana desde la perspectiva de migrantes mexicanos en el área metropolitana de Atlanta, Georgia / Cristina Amescua Chávez; La representación de las mujeres migrantes en la prensa de México y Estados Unidos / Frambel Lizárraga Salas; Trabajadoras migrantes en México: representaciones en la prensa mexicana / Jenna Hennebry, David Alejandro Celis Parra y Kira Andrea Williams; ¿Quién es y cómo es ese que viene de lejos? La representación de los migrantes "temporales" en Saint-Rémi, Quebec; una mirada en la red y en los medios impresos / Aaraón Díaz Mendiburo; Imágenes de la migración mexicana y centroamericana en Canadá: el ejemplo de la representación de trabajadores temporales en el Museo Canadiense de Derechos Humanos / Andrea Meza Torres,
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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