Caregiver physical and mental health predicts reactions to caregiving
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
Self-reported health and reactions to providing care to older adults with cognitive or physical impairments were examined. Health status was examined on a single occasion in 177 persons (aged 63-94 years) referred to programs within a comprehensive set of geriatric care services and the 133 family members involved in their care (ages 31-96 years). The five-scale Caregiver Reaction Assessment (CRA) was administered to the family members. Reliability analyses revealed that the CRA had good internal consistency. Being older was related to experiencing greater health problems in the caregiver role. Greater health problems from providing care were reported by caregivers in worse physical health and also when the care recipient had more physical pain. Caregivers who reported fewer health problems attributed to caregiving reported better mental health and less depressive symptomatology. Caregivers with health problems may be at increased risk of suffering from stress from caregiving.
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 | 0.000 | 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 | 0.001 | 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