Realidades migratorias, un dilema para la acción comunitaria: el caso del barrio de Cuestas de Las Nieves, Canadá
Bibliographic record
Abstract
The community action service has a long tradition in societies with stable populations, with a society frame that is accepted as a feasible achievement by the great majority of its members. Otherwise, a society of massive immigration forces to look for foundations for a communitarian action that fights the exclusions considering that they demand much more than incorporation to a social structure. The challenge that they posit is the demand for a radical revision of the premises that made the exclusion possible by means of an in-depth revision of the social structure that sheltered them. In a democratic society, massive immigration demand a real change of the host society that must accept that including them is not a gesture of altruism, but the recognition of a right of new citizens to review the characteristics of the host society that are incompatible with a new inclusive society. This research work studies the forms that the community action takes in a district from Montreal with high migration rates
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".