En busca de progreso y protección. Experiencias de inmigrantes económicos y refugiados colombianos en Québec, Canadá
Bibliographic record
Abstract
El texto sintetiza los resultados de un estudio exploratorio realizado con inmigrantes colombianos en la provincia de Québec, Canadá, a finales de 2006. A manera de tríada teórico-empírica, se analiza y descubre la experiencia migratoria desde la identidad, el territorio y la acción colectiva, a partir de las narraciones de experiencias personales. Con motivaciones y grados de voluntariedad diversos, parece haber una perspectiva optimista de los inmigrantes colombianos con respecto a la reconfiguración de los proyectos individuales y familiares. Mientras mantienen el empeño por conseguir un futuro mejor, los dolores, temores y desconfianzas también sobrepasan las fronteras y viajan en sus memorias. Resignificar tales remembranzas y leerlas en el nuevo contexto canadiense es un reto presente que pasa por las dinámicas individuales y colectivas. En medio de añoranzas de los lugares propios pero distantes y de la proyección de futuros en territorios próximos aún ajenos, se configuran vínculos transnacionales que caracterizan el escenario mundial en el siglo XXI.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.008 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".