Evolving Motivations: Patients’ and Caregivers’ Perceptions About Seeking Myotonic Dystrophy (DM1) and Huntington’s Disease Care
Bibliographic record
Abstract
Patient-centered care provision is challenging under ideal circumstances; myotonic dystrophy (DM1) and Huntington's disease (HD) are examples of chronic, progressive health conditions that may challenge its limits. If we can understand how care unfolds in these conditions, health care providers may be better equipped to address patients' needs. Constructivist grounded theory informed data collection and analysis. Fourteen patients with DM1 or HD, and 10 caregivers participated in semistructured interviews. Constant comparative analysis was used to identify themes. Participants attended clinic to seek expert information and social support. Medical management, altruism, and support provided the motivation. However, motivations evolved, with clinic becoming more important for caregivers as patients deteriorated. Clinic was conceptualized as a "safe space" to actively participate in health care and research. In the absence of disease-halting or curative treatments, participants perceived that they derived a therapeutic benefit from seeking care and from engaging in education and advocacy.
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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 | 0.001 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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".