Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
PURPOSE: Myotonic dystrophy (DM1), a genetic, multisystemic disorder, is the most prevalent adult form of muscular dystrophy. Dysphagia is a common symptom that may be difficult to diagnose and treat and can be associated with increased morbidity and mortality. Preexisting cognitive impairment or apathy, both well described in the DM1 literature, may contribute to management challenges. Caregivers may become important for managing a family member's swallowing dysfunction. Although clinicians place great importance on swallowing difficulties, it is unknown how dysphagia impacts patients and their caregivers. Therefore, the purpose of this study was to explore the experiences of caregivers living with those with DM1and dysphagia. METHODS: An interpretive phenomenological approach was used to study the lived experience of six caregivers for individuals with DM1 and dysphagia. Audio-taped semistructured interviews were used for data collection, and data were analyzed using van Manen's steps for phenomenological analysis. FINDINGS: Despite the potential for dysphagia to cause morbidity and mortality in individuals with DM1, caregivers did not describe this as a problematic symptom. Instead, they highlighted more debilitating symptoms like fatigue or weakness and discussed the caregiving experience. Themes pertaining to participants' lived body, lived relationality, lived time, and lived space were identified. CONCLUSIONS: Healthcare providers need to balance issues of clinical concern with those that are important for individuals and their family members. Assessments of caregiver knowledge and burden at each clinic visit may be warranted.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 it