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
On a souvent tendance à idéaliser les immigrations passées et à ne voir que les conflits des immigrations présentes. L’histoire de l’installation des immigrants haïtiens au Québec n’est pas récente et pourtant elle a connu un destin inverse de cette règle générale. Ce texte brosse un aperçu de cette histoire singulière depuis les premiers contacts entre ces deux anciennes possessions françaises d’Amérique jusqu’à l’établissement d’une communauté en terre québécoise, en passant par les premiers migrants haïtiens en Nouvelle France et la découverte réciproque de ces deux peuples dans la première moitié du siècle dernier. Il examine l’évolution des conditions d’intégration de ces immigrants haïtiens à la société québécoise et les défis que leurs descendants ont aujourd’hui à relever.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.004 |
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