Microliteracy and the Discourse of Canadian Multiculturalism
Bibliographic record
Abstract
This article outlines the chaotic proliferation of multicultural micro-literacies over the decades since the Canadian government first brought the concept of multiculturalism to the national stage in the mid-1960s. The authors define multicultural literacy in terms of patterned and sustained orientations to multiculturalism discourse — orientations that manifest themselves by way of recurrent social and textual practices. In the years prior to 1988 and the official enactment of multiculturalism in Canada, the discourse lent itself to naïve and largely optimistic renderings in a phase of literacy development described in the essay as protoliteracy. Subsequent efforts by the Canadian government to mute the discourse, even as it made multiculturalism into official policy, cleared the way for a post-literate multiplication of multicultural literacies in this country, which severely fragmented and undermined the discourse in the process.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.040 | 0.032 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".