Women, Gender, and Immigrant Studies: State of the Art in Adult Education in Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Since the 1980s, immigrant studies have taken a feminist turn. This paper takes stock of how Canadian adult educators have contributed to this movement and vice versa. Specifically, it engages in an ethnographic content analysis of CASAE proceedings since 2000, and other scholarly publications in the field. The review shows that increasing research attention has been paid to immigrant women’s experiences. It also reveals competing discourses on the roles that immigrant training programs and community-based organizations have played in the work and life experiences of immigrant women. Theoretically, the literature indicates a resurgent feminist influence. Adult learning theories, such as transformative learning, communities of practice and informal learning, as well as the adult education orientations for liberation, empowerment and social action also feature prominently in the scholarship. While research interest in immigrant women is robust, the existing literature is largely limited by methodological nationalism. It also needs to move beyond a focus on women’s experiences to address gender relations as implicating both men and women, and both individuals and institutions.
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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 | 0.000 | 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 it