Could stroke trigger be prevented by healthy family relationships?
Bibliographic record
Abstract
Although major stroke risk factors are well documented, little is known about which life circumstances are perceived to be related to the actual triggering of a first stroke. The purpose was to explore self-perceived spontaneously related life circumstances surrounding the trigger of a first stroke. A qualitative design with a phenomenological orientation was used. Nine individuals with a first stroke and less than 80 years of age were purposely recruited in 2 weeks after the stroke onset. An interview guide developed by experts was used. All interviews were transcribed verbatim and data analysis followed a rigorous process including team validation. All participants had in common a spontaneous reference to a family conflict regarding a specific event they tended to avoid surrounding the trigger of the stroke, which was temporarily resolved after the stroke onset. Essential themes emerging from the data refer to symbols such as a big heart and money issues as well as ambivalent feelings of responsibility, and guilt regarding social roles such as being a spouse or parent. This study provides a deeper understanding of the positive consequences the stroke had in temporarily resolving some family conflicts tainted by a lack of transparency and honesty regarding ambivalent feelings. Further exploration is needed as secondary prevention and health promotion campaigns could specifically target healthy transparent and honest family relationships as a potential protective factor against triggering a stroke, if these results are confirmed in future studies.
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 |
| 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".