Canadian Families Caring for Members With Mental Illness: A Vicious Cycle
Bibliographic record
Abstract
The purpose of this qualitative, descriptive study was to explore the perspectives of individuals who were caring for a family member with a mental illness, with particular attention to housing, quality of supports, and formal care services. Eleven focus groups with family caregivers (N = 75) were conducted. Both individual and team thematic analyses were undertaken until interpretations of the experiences of the participants were inductively developed and conceptualized into a holistic interpretation. Findings revealed that family caregivers were part of a "circle of care," supporting the independence of the individual with mental illness while attempting to protect their family member with mental illness. However, findings suggested that this circle of care led to a "vicious cycle" of caregiving. Three major themes were identified: witnessing inadequacies, working behind the scenes, and creating a better world. Health-promoting family nursing practice and policy implications, as well as areas for further research, are discussed.
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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".