Bibliographic record
Abstract
La familia es el grupo a través del cual se gestiona la mayor parte de los movimientos de dinero entre la provincia de Quebec y Colombia, y por lo común son destinados a la subsistencia familiar cotidiana. Los flujos de dinero entre ambos territorios se producen en el seno de la mayoría de las familias, tienen una frecuencia muy variada y los montos involucrados son modestos. Los testimonios recogidos entre las personas que mandan dinero a sus familiares en Colombia revelan que, para la mayoría de ellas, la frecuencia y los montos que envían se reducen una vez que se han asentado en la provincia de Quebec, en comparación con la situación previa al exilio. Para muchos de ellos, el papel de proveedor económico que desempeñaban dentro de su familia se ha reducido de manera considerable; y para otros inclusive desaparece. De manera general, se puede afirmar que no se producen cambios importantes en lo que se refiere a las intenciones de las personas en colaborar económicamente con sus familiares al salir en exilio. Los cambios se producen en las posibilidades concretas de hacerlo, las cuales disminuyen o desaparecen.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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 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".