Diabetes and sexual function in older adults: results of an international survey
Bibliographic record
Abstract
The Global Study of Sexual Attitudes and Behaviors (GSSAB) is a contemporaneous survey of attitudes, behaviours, beliefs and satisfaction with relationships among men and women aged 40—80 years. Interviews were conducted with more than 26,000 subjects from 28 countries. Data captured from the survey indicated that the majority of adults are sexually active into their later years and that sex remains an important part of their overall life. This paper will discuss comparisons between diabetic and non-diabetic participants. Overall, approximately 10% of subjects reported that they had diabetes mellitus. Fewer diabetic than non-diabetic subjects reported that they had had sexual intercourse in the last 12 months and among sexually active subjects, diabetic subjects tended to report lower levels of physical and emotional satisfaction in their relationship with their partner. Symptoms of sexual dysfunction were more common among diabetic men than non-diabetic men. However, fewer than 15% of subjects had discussed their sexual problems with a doctor.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 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".