Transformative curriculum: an inquiry into the implementation of Manitoba’s global issues: citizenship and sustainability curriculum
Bibliographic record
Abstract
In 2011, Manitoba Education and Training unveiled a new, grade 12 social studies curriculum titled, “Global Issues: Citizenship and Sustainability”. The purpose of this thesis was to explore the impact of this new Global Issues curriculum on my former students. Using qualitative research and a phenomenological approach, 10 former students were interviewed about their experiences. The results of these interviews left four main impressions that will have ramifications for my practice and social studies curriculum development. Firstly, the curriculum was different than any other they had previously experienced. Secondly, the students placed a high value on the dialogical nature of the course as well as, thirdly, on the fact that they were entrusted to inquire and act on issues of global importance. Finally, the curriculum had a significant influence on their level of interest in global issues, their thinking, and their future career and life plans.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.011 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.002 | 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".