The Contestation of Citizenship Education at Three Stages of the LINC 4 & 5 Curriculum Guidelines: Production, Reception, and Implementation
Bibliographic record
Abstract
This article highlights how citizenship and citizenship education are sites of contestation. I have analyzed the process of curriculum making of the LINC 4 & 5 Curriculum Guidelines (TCDSB, 1999) through three stages: from production, through reception, to implementation. The production stage is investigated by contrasting commentaries from two members of the Advisory or Specialist Committees who helped to prepare the document. The reception stage featured a thematic analysis of the Guidelines. The implementation stage is investigated through interviews with five present or former LINC teachers, who discuss how they used or are using the Guidelines as part of their curriculum-in-use. Although this LINC document can be characterized as representing a "Liberal democratic" approach to citizenship and a transactional approach to citizenship education in a multicultural framework, a minority position supporting a more critical and transformational approach to citizenship education is also evident.
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How this classification was reachedexpand
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".