‘Not a good person’: family stigma of mental illness from the perspectives of young siblings
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
Abstract The purpose of this paper is to critically examine family stigma as one form of the stigma of mental illness in child and youth mental health. Presented are the outcomes of a thematic content analysis of in‐depth, semi‐structured interviews conducted with seven ( n = 7) young siblings, ages 13 to 21 years old, with a brother or sister identified as having a mental‐health issue. The focus of the interviews was on the ways the siblings experienced their other sibling's mental health and how those experiences shaped their sense of self and family. From the analysis, young siblings had predominately negative experiences, struggled with making sense of their brother or sister and the family as ‘flawed’ against the mental illness as ‘bad’ and experienced considerable family stress and overt family stigma. Current practice theories fail to consider the complexity of these factors and, in doing so, fail to adequately explain the nature and extent to which stigmatization occurs for immediate family members. The importance of peer support and understanding stigma in social work practice with children and their families is discussed.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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