“There Will Be a Next Time”: Media Discourse about an “Apocalyptic” Vision of Immigration, Racial Diversity, and Health Risks
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 porte sur la couverture médiatique au Canada d’une visiteuse congolaise suspecte d’une maladie mortelle, et vise à montrer comment se construit et se maintient la notion de «race» dans la société canadienne. Il s’appuie sur l’analyse du discours critique de quatre journaux les plus importants du pays. Il en résulte que les média se sont servis de cecas pour provoquer une panique dans la population en faisant l’amalgame entre immigration et identité raciale d’une part, et les risques de santé d’autre part. Une analyse de la couverture médiatique révè;le que, dans les médias, un discours contre la diversité raciale se cache derriè;re des termes non-raciaux. Nous soutenons que les nouvelles rapportant cet événement ont renforcé des idéologies raciales non seulement plus générales jouant sur le duo immigration et danger, et ayant la capacité d’exploiter l’anxiété des Canadiens concernant la présence grandissante de minorités raciales au pays.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it