Chronic Stress and Its Symptoms among Mexican Immigrants in Edmonton, Canada
Bibliographic record
Abstract
Immigration-related stress is the result of an environment that imposes demands surpassing the psychological resources of those suffering from it with a destabilizing effect on their physical and psychological health. The purpose of this study is to determine what the chronic stress levels are and their association with psychophysiological symptoms and gender in Mexican immigrants living in Edmonton, Canada. A representative random sample was made of 237 immigrants in 2012. The stress symptoms inventory was used and a multiple regression and multivariate analysis was made. Results indicated that chronic stress levels were: 14% high, 46% medium and 40% low and psychophysiological predictor symptoms were: fatigue, constipation, frequent colds, cold hands and feet and insomnia, and the female gender. Therefore one may conclude that a precise identification of the predictor symptoms of chronic stress may help promote and implement programs aimed at timely prevention of stress before they affect the health and occupational safety of Mexican immigrants living in Edmonton, Canada.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".