The Psychological and Physical Costs of Caregiving: The Canadian Study of Health and Aging
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
Persons with dementia and their caregivers were randomly identified as part of the Canadian Study of Health and Aging. The current study examines the interrelation among demographic and illness variables relative to various outcomes of caregiving ( n = 181). From these analyses, two pairings of canonical variates emerge as significantly correlated: The first suggests an underlying affective construct related to activities of daily living and problematic behaviors; the second reflects a caregiver health construct composed of demographic variables, depressive affect, and diagnosis of the care-recipient. These findings suggest that negative caregiving outcomes may arise within distinct affective and physical health domains. Illness would appear to manifest within either system where a predisposition exists among caregivers faced with specific stressors.
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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 | 0.001 | 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