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
Themes emerging from a comprehensive review of empirical studies of South Asian immi grant women in Canada are identified. These reflect on the dynamics of the women's cultural adaptation and evaluation of self-image, placed within the perspective of Canada's historic attitudes toward South Asian immigration and recent demographics. The four sources of change in the women's self-image include their new dualistic world-view, described by psych ologist Josephine Naidoo, involving both traditional values in family life and western values of personal development. Naidoo's conceptualisation parallels Harry Triandis' collectivist- individualist "balance" and John Berry's integrative acculturation. For sociologist Helen Ralston, the trauma of migration increases the saliency of religion in "sacralising" the women's identity. Intergenerational conflict arises from a preference for arranged over romantic marriages in South Asian cultures. The emotional strain on immigrant brides and their parents impacts on the self perceptions of both. Similarly, gender oppression, sex exploitation, classism and racism rooted in ancestral-host cultures also impact on the women's self perceptions. The article suggests drawing on indigenous concepts in studying South Asian cultures. It asserts that Canada's historic accommodation of diversity assures a promising future for South Asian Canadian women.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| 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