Female Partners of Men Who Use Pornography: Are Honesty and Mutual Use Associated With Relationship 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
The authors discuss findings pertaining to male pornography use and female partners' relationship satisfaction and distress. The authors investigated honesty regarding pornography use and mutual consumption between partners, along with honesty and mutual use as predictors of satisfaction. Female participants (N = 340) in committed relationships completed the Pornography Distress Scale and Couples Satisfaction Index online. Participants reporting more honesty showed higher satisfaction and lower levels of distress, and participants disclosing mutual use showed lower levels of distress, although no differences were reported in satisfaction. Honesty regarding pornography use significantly predicted relationship dissatisfaction. Directions for future research and counseling implications are discussed.
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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 | 0.000 | 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 | 0.001 |
| 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