Lifestyle as a Health Risk for Family Caregivers with Least Life Satisfaction, in Home-Based Post-Stroke Caring
Bibliographic record
Abstract
Our purpose was to clarify that caregiving roles represent a situation of risk for the health of family caregivers, in home-based caring two years after cerebrovascular disease. Our aim was to determine the social and emotional repercussions of the event on family caregivers. Family caregivers living at home with stroke survivors were identified by a national survey. The Life Satisfaction (LS) national indicator for Luxembourg is 7.9/10, while in Canada it stands at 7.7. Caregivers with a LS level ≤ 7 were more likely to care for survivors affected by motor, sensory and memory neurological impairments. For a great majority, these impairments led to serious upheaval among families, and for spouses it was "a drama." For family caregivers with a least life satisfaction, their lifestyle poses a real health risk for the public health system.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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".