WHERE IS THE JUSTICE? PARENTAL EXPERIENCES OF THE CANADIAN JUSTICE SYSTEM IN CASES OF CHILD SEXUAL ABUSE*
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
Research concerning child victims of sexual abuse in the judicial system cites largely negative experiences and outcomes. However, few investigations focus on parental experiences of the justice system. Using a grounded theory method this Canadian study explored parental experiences of legal and judicial processes for child sexual abuse victims. Nineteen in‐depth interviews with parents encountering the justice system, as well as interviews with professionals working in those systems were analyzed. Results show a wide range of experiences, with parents reporting predominantly negative outcomes that potentially impede healing for children, indicating earlier judicial reforms have not been realized. Recommendations call for structural changes in the judicial system and more provision of parent‐focused supports.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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