Bibliographic record
Abstract
In April 2013, a 17-year-old girl named Rehtaeh Parsons, was removed from life support and subsequently died. This happened three days after her mother discovered her daughter hanging in the bathroom of their home in Nova Scotia, Canada. The girl had apparently gotten drunk at a party in 2011 and was gang-raped by four boys, who took a picture of the scene and posted it online. Rehtaeh was mercilessly bullied by classmates for two years after the incident and even after the family moved to a new town to get her away from the abuse, the bullying continued. In August 2013, Canadian authorities charged two 18-year-old boys with distributing child pornography. In November 2014, the first accused was sentenced to a conditional discharge with 12 months' probation, which means that his criminal record will not show a conviction in this case unless he breaches the terms of his probation. In January 2015, the second accused, who had texted a photo that showed him penetrating the victim and flashing a thumbs up while she vomited, was sentenced to 12 months' probation.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".