Comparison of Users and Non-Users of Mental Health Services Among Depressed Women: A National Study
Bibliographic record
Abstract
Risk factors for major depressive episodes (MDE), determinants of not seeking treatment for it and types of health care service accessed by women who received treatment for MDE were examined using data collected in the Health and Mental Health cycle of the Canadian Community Health Survey, 2002. Of the 1,186 women with MDE, 45% did not receive treatment for it. The highest rates of MDE were found among women under 30 years of age, single mothers with young children, low income women, those with chronic health conditions, high levels of daily stress and low levels of social support. The odds of not seeking treatment for MDE were highest for single mothers with adult children, women with low social support and those with little formal education. The type of mental health services accessed by women with MDE was strongly associated with their age, education, length of time in Canada, language skills, income adequacy, physical health, stress level and chronic health conditions. Our findings signify a need for screening women at high risk of depression, especially those identified as more likely not to seek treatment.
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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".