Singles’ Sexual Satisfaction is Associated With More Satisfaction With Singlehood and Less Interest in Marriage
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
Despite the worldwide increase in single-person households, little research has examined what factors contribute to a satisfying single life. We used three data sets ( N = 3,890) to examine how satisfaction with sexual and social aspects of life are linked with single people’s perceptions of marriage and singlehood. Our results suggest that higher sexual satisfaction is associated with less desire to marry (Study 1), stronger beliefs that unmarried people can be happy without marriage (Study 2), and greater satisfaction with singlehood and less desire for a partner (Study 3). All effects in Studies 1 and 3 remained significant controlling for life satisfaction and sexual frequency. Satisfying friendships were associated with variables related to satisfaction with singlehood but not variables related to desire for a partner, whereas no effect was found for satisfaction with family. This study highlights the potential importance of maintaining a satisfying sex life in people’s satisfaction with singlehood.
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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 | 0.000 |
| 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 | 0.001 |
| 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