Bibliographic record
Abstract
Pornography‘ refers to sexually explicit media that are primarily intended to sexually arouse the audience‘. Pornography representation of sexual behavior in books, pictures, statues, motion pictures, and other media that is intended to cause sexual excitement. Pornography can be the main source of a young person's sex education. Pornography In many historical societies, frank depictions of sexual behavior, often in a religious context, were common. In the 19th century, the inventions of photography and later motion pictures were quickly put to use in the production of pornography. 21st century there were some four million Web sites devoted to pornography, containing more than a quarter of a billion pages—in other words, more than 10 percent of the Web. Pornography may impact on young people‘s adoption of certain sexual behaviours. It is possible that viewing non-mainstream sexual practices can give legitimacy to them, and encourage participation in sexually adventurous behaviors (e.g. heterosexual anal sex). Correlations between adolescent viewing of sexual media and sexual behavior are moderated by parental involvement, including such factors as discussions of television content, communication patterns, and home environments. Pornography as distress (for younger children): Premature or inadvertent exposure to sexually explicit content may be distressing for younger children. First, research on children‘s consumption of sexual content in mainstream media documents that its effects are moderated by such variables as age, gender, sexual experience, physical maturation, and parental involvement.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.005 |
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; both teacher heads agree on what is shown here.
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".