Internationally Educated Female Teachers' Transformative Lifelong Learning Experiences: Rethinking the Immigrant Experience through an Arts-Informed Group Process
Bibliographic record
Abstract
This article is based on two phases of a five year arts-informed study that involved 24 women who immigrated to Maritime Canada as adults and who were all teachers in their countries of origin. In groups of approximately six, research participants gathered together in workshops held in two teacher training institutions in two Maritime Provinces over a period of several months to critically reflect on teaching and learning, as well as immigration experiences. In the workshops the women, along with two researchers/workshop leaders, one of whom was the author, engaged in writing, story telling, art-making, dialogue, and critical reflection. Drawing on the theory of transformative learning I analyse the research data presented in two vignettes. The workshop practices, methods, and materials engaged the participants in the imaginative domain and in the exploration of multiple modes of knowledge construction and dimensions of identity.
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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 | 0.003 |
| 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".