Social Participation and Life Satisfaction Among Widowed Older Adults in China
Bibliographic record
Abstract
Aim:Little is known about how widowed older adults in China adjust during widowhood.This paper examines the relationship between their changes in social participation following spousal loss and their reported life satisfaction.Methods: Using two-wave (2000 and 2006) national representative data from China, we regressed measures of widowhood status, changes of social participation, health function, financial strain as well as living arrangement on life satisfaction after adjusting for baseline life satisfaction and other sociodemographic variables.Results: Increased social participation was related to higher levels of life satisfaction.This study did not find evidence that individuals who experienced widowhood would benefit more compared to those remained married from increasing social participation after spousal loss.Conclusions: Social participation is one way older adults can potentially improve life satisfaction.In addition to focusing on family support during widowhood, practitioners could consider developing appropriate social activities to engage older adults with particular consideration of those remained widowed for long.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".