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
This is a detailed ethnographic study of a therapeutic prison unit in Canada for the treatment of sexual offenders. Utilizing extensive interviews and participant-observation over an eighteen month period of field work, the author takes the reader into the depths of what prison inmates commonly refer to as the "hound pound." James Waldram provides a rich and powerful glimpse into the lives and treatment experiences of one of society’s most hated groups. He brings together a variety of theoretical perspectives from psychological and medical anthropology, narrative theory, and cognitive science to capture the nature of sexual offender treatment, from the moment inmates arrive at the treatment facility to the day they are relased. This book explores the implications of an outside world that balks at any notion that sexual offenders can somehow be treated and rendered harmless. The author argues that the aggressive and confrontational nature of the prison’s treatment approach is counterproductive to the goal of what he calls "habilitation" -- the creation of pro-social and moral individuals rendered safe for our communities.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.047 | 0.040 |
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