Médias Sociaux et la Migration Marocaine :
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
Cet article explore les réactions et perceptions des internautes face à une vidéo mise en ligne sur la plateforme YouTube, "Pourquoi les immigrants quittent le Canada ? Les 10 raisons majeures". Il analyse en profondeur les commentaires pour saisir l'impact de la communication numérique sur les décisions migratoires des Marocains au Canada. L'étude met en lumière comment YouTube module les motivations de départ et de retour des migrants, révélant ainsi des aspects complexes de la migration moderne. En décodant les opinions exprimées en ligne, l'article démontre le rôle significatif des médias sociaux dans la formation des attitudes et des choix liés à l'émigration. Cette recherche offre une compréhension enrichie des dynamiques migratoires contemporaines, soulignant la façon dont les plateformes numériques modifient la perception de l'expérience migratoire.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it