Stigma in school‐based mental health: perceptions of young people and service providers
Bibliographic record
Abstract
BACKGROUND: Mental health affects one in five young people, with the majority avoiding help due to stigma. In this study, young people's (n = 49) perception of stigma as a barrier to accessing school-based mental health services was compared with that of service providers (n = 63), along with the perceived extent of mental health problems and availability of school-based mental health resources. METHOD: Participants completed a survey or interview. EBSCO and PubMed databases were used for the duration of this study, from August 2010 to September 2011. RESULTS: A greater proportion of young people versus providers reported stigma as the largest barrier to accessing mental health services. In addition, most young people reported that school-based mental health resources were scarce. CONCLUSIONS: These results emphasize the need for young people's involvement in mental health initiatives.
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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 | 0.001 | 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".