The Impact of a Couple’s Vibrator on Men’s Perceptions of Their Own and Their Partner’s Sexual Pleasure and Satisfaction
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
Recent research demonstrated that more men, particularly those in couple relationships, are using vibrators to enhance sexual pleasure. However, men’s perceptions of vibrator use with a partner have rarely been investigated. The purpose of this analysis was to study men’s perceptions of the impact of vibrator use on their and their partner’s sexual pleasure and sexual satisfaction. Forty-nine men, aged twenty-five to fifty-eight, in heterosexual relationships responded to a series of open-ended questions regarding their experience of incorporating a couple-oriented vibrator into their sexual repertoire over a six-week period. The data were analyzed using thematic analysis. The data were organized into four themes: physical pleasure, awareness of partner’s experience, novelty and variety, and intimacy. Men’s experiences of sexual pleasure were tied to perceptions of their partner’s pleasure and to the addition of novelty and variety in sexual encounters.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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