Postpartum depression in refugee and asylum-seeking women in Canada: A critical health psychology perspective
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
Canada has one of the world's largest refugee resettlement programs in the world. Just over 48 percent of Canadian refugees are women, with many of them of childbearing age and pregnant. Refugee and asylum-seeking women in Canada face a five times greater risk of developing postpartum depression than Canadian-born women. Mainstream psychological approaches to postpartum depression emphasize individual-level risk factors (e.g. hormones, thoughts, emotions) and individualized treatments (e.g. psychotherapy, medication). This conceptualization is problematic when applied to refugee and asylum-seeking women because it fails to acknowledge the migrant experience and the unique set of circumstances from which these women have come. The present theoretical article explores some of the consequences of applying this psychiatric label to the distress experienced by refugee and asylum-seeking women and presents an alternative way of conceptualizing and alleviating this distress.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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