Determinants of Depression Among Ethiopian Immigrants and Refugees in Toronto
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
The purpose of this study was to determine the occurrence of and risk factors for depressive disorder in a random sample of 342 Ethiopian immigrants and refugees in Toronto. The Composite International Diagnostic Interview questionnaire was used to measure depression. The results suggested a lifetime prevalence of depression among Ethiopian immigrants and refugees of 9.8%, which was slightly higher than the lifetime prevalence rate in the Ontario population (7.3%). However, the rate among Ethiopian immigrants and refugees was approximately three times higher than the rate estimated for Southern Ethiopia (3.2%). The data confirmed the significance of known risk factors for depression in immigrants, including younger age, experiences of premigration trauma, refugee camp internment, and postmigration stressful events. The implication of the overall finding is that there is a need to develop mental health intervention programs, particularly for people who have experienced premigration trauma, refugee camp internment, and postmigration stresses.
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 | 0.000 | 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 it