PERCEPTIONS OF MENTAL HEALTH AMONG RECENTLY IMMIGRATED MEXICAN ADOLESCENTS
Bibliographic record
Abstract
Rates of anxiety, depression, and suicidal ideation are high among Latino adolescents in the U.S., many of whom are immigrants. Immigration during adolescence creates risk factors for mental health problems. The purpose of this study was to explore the health-related perceptions of Mexican-origin immigrant adolescents to inform the design of culturally and developmentally appropriate mental health services. This focused ethnography was guided by Bronfenbrenner's ecological framework and symbolic interactionism. Fourteen adolescents were recruited from two non-health-based community settings. Data from one-to-one semi-structured interviews and a visual narrative project were coded and analyzed inductively. Three thematic patterns were identified: "mentally healthy," "mentally unhealthy," and "health promotion." Increased awareness of cultural influences and immigration on Latino adolescents' mental health is needed. Mental health nurses are in a unique position to educate and to influence accessibility of services.
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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 | 0.000 | 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 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".