Living in Transition to Teacher Education in Canada: Personal Reflections and Portraits of Two Vietnamese Female Doctoral Students
Bibliographic record
Abstract
Living in transition while studying teacher education leads to multiple challenges for doctoral students as they situate themselves in the intersections with new sociocultural environments. The navigation process affects their personal and professional self-formation in constructing and reconstructing their multiple identities-making. In this paper, we, two Vietnamese female teachers, examine our life experience transitioning from Vietnamese to Canadian culture while pursuing our doctoral studies. The collaborative autobiography allows us to reflect, retell and relive our stories since we arrived in Canada. Through deconstructing our stories, we were amazed at the resonances of our tensions in new life-making experiences and perspective transformation in learning and conducting research. We hope our experiences are promising to shorten the gap in understanding experiences of those doctoral students composing life in similar education landscapes, which helps ease their difficulties and cultivate their academic and professional achievements. We also contribute more personal, social, cultural, and familial narratives to the dominant institutional narratives of Canadian teacher education.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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".