Pornography use, demographic and sexual health characteristics among university students: a gender-based comparative study of non-users, non-problematic users, and problematic users
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
BACKGROUND: Limited gender-based research has compared sexual health among pornography users (PUs) and non-users, including non-problematic pornography users (non-PPUs) and problematic pornography users (PPUs), particularly in non-Western cultures. METHODS: A 2022 cross-sectional study involving 450 Iranian university students categorized participants as PUs or non-users based on 12 months of use. PUs were further classified as non-PPUs or PPUs using the 'Problematic Pornography Use Scale' cutoff point, with comparisons of demographic and sexual variables made between these groups. RESULTS: Pornography use was reported among 39.6% of students, including 51.7% of men and 33.6% of women. In general, 9.5% of participants were PPUs, including 17.4% of men and 5.6% of women. PUs were mainly men, had fewer children, shorter marriages, lower religiosity, and lower levels of education. Compared with non-users, PUs reported earlier sexual relationships, lower satisfaction with sex frequency and communication, and greater rates of extramarital relationships, masturbation, sexual desire, and sexual distress. PPUs reported more sexual desire, pornography use, masturbation, and extramarital affairs than non-PPUs. Similar patterns in demographics, sexual history, and health were observed in pornography use across genders. The regression indicated being male (OR: 2.42, 95% CI: 1.44-4.06), having lower education (OR: 0.89, 95% CI: 0.81-0.97), fewer children (OR: 0.64, 95% CI: 0.48-0.86), higher masturbation (OR: 1.31, 95% CI: 1.14-1.49), more extramarital relationship (OR: 1.69, 95% CI: 1.07-2.67), less religiosity (OR: 0.87, 95% CI: 0.82-0.93), more sexual excitement (OR: 0.79, 95% CI:0.62-1), and more sexual distress (OR: 1.20, 95% CI: 1.02-1.32) were associated with pornography use. Two-way ANOVA found no significant effects of gender or pornography use on sexual satisfaction. Women had worse sexual function regardless of usage. Pornography users, regardless of gender, experienced higher sexual distress.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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