The Possible Risks of Self-Injury Web Sites: A Content Analysis
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 goal of this study was to examine the content of non-suicidal self-injury (NSSI) Web sites, often shared via e-communities. Using a content analysis, 71 Web sites were investigated. Web sites depict NSSI as: an effective coping mechanism (91.55%), addictive and difficult to stop (87.23%), and not always painful (23.94%). Almost all Web sites had melancholic tones (83.10%); several contained graphic photography (29.58%). Most NSSI messages (61.97%) were ambivalent (NSSI-accepting and deterring). Finally, several Web sites (11.27%) provided testimony that NSSI-content is triggering. Findings mirror recent work and NSSI material on these Web sites may normalize and reinforce NSSI. Professionals may need to assess the online activity of individuals who self-injure. Despite its risks, the Internet may serve as a vehicle to reach those who self-injure.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it