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
In this comprehensive literature review, the author examines child sexual exploitation from a Canadian perspective. The focus was on understanding what Canada’s definition of human trafficking is, how Canada views the exploitation aspect and how that has translated into Canadian legislation. Victims of domestic child exploitation are almost always girls between the ages of 13-17 and most commonly Caucasian. This profile could be skewed by the clandestine nature of this crime and that what is known about victims is based only on police-reported data. Risk factors highlight that those who are most vulnerable are girls, Indigenous, runaway or throwaway youth and LGBTQ+. This literature review highlighted that there is a lack of understanding of how male youth, as well as Indigenous youth, are trafficked. It also highlighted that more is needed to be learned about the various forms of child sexual exploitation. The second half of this literature review was investigative, in that it aimed to learn more about prevention and intervention programming, including how they work and apply knowledge to create effective and holistic programming. It then concludes with overviews of some noteworthy programs that assist Alberta victims specifically.
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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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