Younger adult women who had a stroke or at high stroke risk: Exploration of their experiences and needs
Bibliographic record
Abstract
Background: Worldwide, women, particularly younger and middle-aged (≤65 years), are disproportionately affected by stroke. Although the adoption of healthy lifestyle habits is integral for stroke risk factor modification, little is known about younger adult women who had a stroke or are at high risk of stroke-their lifestyle-related knowledge, behaviors, associated and influencing facilitators, and barriers to support brain health, which this study aimed to address. Methods: A qualitative interpretivist design was employed that was part of a larger quality improvement mixed-methods study. Data was collected through virtual, semi-structured focus groups. Inductive thematic analysis was performed and analyzed using the intersectionality framework. Results: A total of 11 women comprised the study sample who were of high stroke risk or had a stroke (mean age 53 years, 54.5 % stroke). A total of six themes emerged from the analysis: (1) lifestyle habits supporting holistic post-stroke recovery, (2) parenting-not being the same mother as before, (3) professional expectations-having to leave career behind and pressures to return, (4) societal expectations of women and permission to self-care, (5) psychological safety and comfort from women-centered interventions, and (6) experience in the healthcare system-not feeling seen, heard, or considered as a woman. Conclusions: , through the incorporation of case management and psychosocial support in the current model of stroke care.
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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 | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| 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".