Being Uncertain: Rural-Living Cardiac Patients’ Experience of Seeking Health Care
Bibliographic record
Abstract
Cardiovascular disease (CVD) is a leading cause of morbidity and mortality worldwide. Secondary prevention strategies reduce disease progression to heart failure. Rural cardiac patients typically have less access to health care resources to support them in managing secondary prevention, and services to improve quality of life tend to be lacking in rural settings. The study aim was to examine the process that rural cardiac patients go through to access health care and cardiac rehabilitation (CR) following myocardial infarction (MI). In-depth interviews with 11 post-MI participants using Straussian grounded theory were undertaken. Analysis revealed a linear process from hospital discharge to maintaining health. There were five elements: comfort with health information, relationship with health care providers, social support, taking ownership, and availability of/for CR. The core category was "being uncertain." Findings can be used to identify ways to improve access and address uncertainty stemming from a lack of perceived information and supports following discharge.
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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 | 0.009 | 0.024 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".