“Sisters Are Doin’ It for Themselves”: Gender Differences in Singles’ Well-Being
Bibliographic record
Abstract
The experience of singles has been largely overlooked in relationship science, garnering a need for understanding correlates of singles’ well-being. Gender is an important focus of well-being research, and qualitative work on singlehood has suggested that men and women may have experiences of singlehood that differ in important ways. In this study ( N = 5941; 50% men; M age = 31.74), we provide the first comprehensive, descriptive profile of gender differences on a suite of variables with important ties to well-being in singlehood; satisfaction with relationship status, life satisfaction, sexual satisfaction, and desire for a partner. Our results suggest that single women, on average, report higher levels of satisfaction with relationship status, life satisfaction, sexual satisfaction, and lower desire for a partner. Exploratory analyses showed significant gender interactions with age and ethnicity. Overall, these findings suggest that women are, on average, happier in singlehood than men.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".