Discrimination et traitement préférentiel envers la communauté francophone immigrante : la recherche de logement des immigrants français et congolais à Toronto
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
Cette recherche porte sur les expériences de discrimination et de traitement différentiel des immigrants originaires de la France et de la République démocratique du Congo à Toronto et, en particulier, sur les différentes manières dont ces expériences peuvent avoir un impact sur la recherche d’un logement. L’étude révèle que les immigrants français et congolais appartenant à des groupes vulnérables, telles les minorités visibles, les familles monoparentales, les familles avec de jeunes enfants, sont exposés à la discrimination. Les immigrants français bénéficient d’un traitement préférentiel qui facilite leur recherche de logement en créant des opportunités en matière d’habitation. Ce favoritisme ne protège cependant pas contre toutes les formes de discrimination.
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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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