Qualities of Character That Predict Marital Well‐Being
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
A growing body of literature has examined relations among qualities of character—or marital virtues—and marital outcomes. Results of past research have suggested positive relations between qualities such as generosity, kindness, and forgiveness, and marital well‐being. We expand on previous research by examining relations between three qualities of character and marital satisfaction with 1,513 respondents randomly selected from three states. Specifically, we examined the effects of participants' perceptions of their partners' humility, compassion, and positivity on their own marital satisfaction. Results indicated statistically significant, positive associations between each of these qualities and marital satisfaction, although results vary by gender. Furthermore, a statistically significant interaction effect suggested that spousal humility may be a protective factor against marital stress among women. Implications for practice and program development are discussed.
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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 | 0.000 | 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 | 0.000 | 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) | 0.003 | 0.001 |
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