Evolution of the caregiving experience in the initial 2 years following stroke
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
Relationships between stroke survivor and family caregiver factors and the caregiver's health-related quality of life (HRQL) and overall quality of life (QoL) were examined in 97 dyads during the first and second years after stroke. Compared to age- and sex-matched population norms, caregivers scored significantly lower on the mental subscales of HRQL, and differences were greater for women than for men. Caregiver characteristics (older age, less burden, and fewer physical symptoms) were associated with better HRQL (mental summary scale) in the first year, with similar findings in the second year. Moderate stroke survivor physical impairment and caregiver characteristics (younger age and better HRQL) were associated with better QoL in the first year. During the second year poorer caregiver physical and mental health and caring for a stroke survivor with communication difficulties were associated with diminished QoL.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it