Spouse and Adult Child Differences in Caregiving Burden
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
This study compared the correlates of burden for spouse and adult child caregivers at two points in time and assessed whether correlates at T(1) predicted burden at T(2). The sample consisted of 878 caregivers to older adults throughout British Columbia who were prescribed cholinesterase inhibitors. Burden was measured six months after the older adult was prescribed the medication and one year later (n = 759). Findings suggest that adult children experience more burden than spouses at both T(1) and T(2) with adult children but not spouses decreasing their burden over time. Correlates of T(1) burden explained significant amounts of variance, revealing differential correlates for the two groups and the importance of caregiver characteristics over patient characteristics. Burden at T(2) is explained mostly by T(2) factors, plus T(1) burden, suggesting the importance of relatively immediate factors for direct effects on caregiver burden. Indirect effects operated through T(1) burden.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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