Effects of Social Activities outside the Home on Life Satisfaction among Elderly People Living Alone
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 aims to test the following two hypotheses. First, the life satisfaction of the elderly is not directlyaffected by their resident status. Second, guided by activity theory and symbolic interaction theory, socialactivities outside the home (paid work, unpaid work, and hobby/leaning activity) have a greater effect on lifesatisfaction for elderly people living alone than those living with family members. Participants were 1,774elderly people who had participated in courses for the elderly to learn various topics, with a final study samplesize of 1,539 after flawed survey sheets were removed. T-test findings showed that resident status did not directlyinfluence life satisfaction. A multi-group structural equation model analysis verified that unpaid work has agreater effect on the life satisfaction of the elderly living alone than the one of elderly living alone. These resultssuggest that unpaid work acts as a buffer effect to decreased life satisfaction.
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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 | 0.003 |
| 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 | 0.001 |
| 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