Bibliographic record
Abstract
Episode Summary Candid, raw and unfiltered. A federal corrections officer exposes how prisons aren't working for officers or people incarcerated. I also introduce an innovative alternative that's reducing recidivism. Episode Notes Content Note: incarceration, graphic depictions of self-harm, prison violence, use of force and suicide. It also includes audio of a prison riot and use of force against an Indigenous teenager while incarcerated. Click here for mental health support resources. Order your copy of Indictment: The Criminal Justice System on Trial (Aevo UTP, 2023) Visit www.benjaminperrin.ca for the latest news and upcoming events We are grateful for support from the University of British Columbia and Law Foundation of British Columbia ----------- Credits: "The Notion" by Northern Points (Intro) "This Day" by White Records "beat ujuao 1,mais um preto" by u_mtwwpdxm9u CityNews Winnipeg, "Police arrest 11 in Winnipeg gang war" CBC Vancouver, "Former gang member explains why victims of gang violence are getting younger" Winnipeg Police Service, "Project Falling Star - Winnipeg Police" Zing Mit, "Shocking Video Released of Canadian Prison Riot" "Racing Forward" by Grayson DeSmet CityNews, "30 years later corrections officer still suffers from PTSD" "Tense Sad Piano" by Ashot-Danielyan-Composer "Thoughts in Silence" by Ashot-Danielyan-Composer CBC News: The National, "Federal inmate speaks out about assault by correctional officers" CBC News: The National, "Video shows youth jails forcing teens into restraint devices" "Conspiracy" by Mark Fabian APTN News, "Black, Indigenous inmates more likely to experience ‘use of force’ behind bars" "Cinematic Violin Uplifting Music" by Humanoide_Media Fact Feast, "Victorian Rough Justice (Crime and Punishment in the 19th Century)" Channel 4 Documentaries, "Visiting a Terrifying Abandoned Victorian Prison" CBC News: The National, "Liberals move to end solitary confinement for federal prisoners" "A Slow Morning" by Vespers Tapes "Top Secret Files" by Musicalman NowThis, "How Norway's Prisons Are Different From America's" "Wandering" by Pixabay "Rock Opener" by Lite Saturation Trailer Park Boys, "Definition of Insanity" "Chill Abstract (Intention)" by Coma-Media "Behind the Mask" by Mark Fabian CBC News: The National, "Corrections Canada's battle with drug-smuggling drones" "Inspiring Cinematic Ambient" by Lexin_Music "The Clermont" by Flash Fluharty "A Call to the Soul" by Markotopa "Everyday Adventures" by Sound and Vision (Outtro)
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.868 | 0.611 |
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".