Is Marital Status a Critical Contingency in the Relationship Between Physical Limitations and Subjective Well-Being Among Japanese Adults?
Bibliographic record
Abstract
Research demonstrates that physical limitations are related to lower levels of subjective well-being, but little research has examined whether marital status modifies this relationship, despite evidence showing that marital status is a substantial determinant of subjective well-being. Marital status is likely to be an especially important contingency in collectivistic cultures such as Japan, because cultural emphases heighten the importance of the marital partner as a resource when married individuals experience physical limitations. The current research uses a probability sample of Japanese adults to show that physical limitations are negatively related to both life satisfaction and happiness only among the nonmarried. Marriage obviates the association between limitations and subjective well-being by preventing losses in a sense of control. Furthermore, the married are protected regardless of the level of spousal support or strain, suggesting that the social integration function of marriage is pivotal in the creation of these protective effects.
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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 | 0.001 | 0.004 |
| 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 | 0.001 |
| 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 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".