Changes in Health Outcomes among Older Husband Caregivers: A One-Year Longitudinal Study
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 one-year longitudinal study carried out on a sample of 232 older husband caregivers sought to describe changes in psychological distress and self-perceived health, and to examine relationships between factors drawn primarily from Pearlin's model of caregiving and changes in these two health outcomes. Prediction analyses shows that nearly two thirds of the husbands have unsuccessful outcomes with respect to these two dimensions, that is, most husbands obtain either steadily poor scores at both times of the study or worse scores on one or both outcomes. Higher levels of education and informal instrumental support at time 1, as well as an increase in role overload, are predictive of unsuccessful outcome for psychological distress, whereas an increase in self-efficacy predicts successful outcome for self-perceived health. Overall, husband caregivers vary in their response to caregiving over time. The findings support previous study results showing subjective stressors, rather than objective stressors, and caregiver resources to be significant predictors of caregiving outcomes.
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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 | 0.003 | 0.000 |
| 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