Dyadic Configurations of Sexual Problems Among Older U.S. Adults: A National Study
Bibliographic record
Abstract
Using data from the 2010-2011 National Social Life Health and Aging Project (NSHAP)-a nationally representative probability sample of older U.S. adults as well as their partners-this study provides the first comprehensive, population-based analysis of dyadic configurations of sexual problems and their correlates among those aged 60 to 90 years. Results suggest the majority of late-life partnerships (N = 854) may not have a heavy burden of sexual difficulties. However, almost a fifth (18.21%) of partnered older women do not abstain from sex despite low sexual motivation and capacity. This relational "type" seems unlinked to demographic or health attributes, and may be driven more by partnership strains. In addition, an "at risk" group with consistent sexual problems, arguably due to age-related decline, comprises 27.16% of all late-life couples.
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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 | 0.000 | 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) | 0.001 | 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".