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
*A note to listeners: Today's episode deals with sexual violence inflicted on Indigenous minors and won't be suitable for all listeners.In 2006, RCMP Const. Joseph Kohut kicked down the door to his ex's home in Prince George, B.C., and left with certain belongings. His ex said that one of the things Kohut took was a videotape showing him sexually harassing an underage Indigenous girl. Kohut had already been investigated for sexual misconduct after a local judge pled guilty to sexually assaulting several Indigenous minors. Kohut's ex, also a Mountie, reported the alleged theft of evidence. So what happened next? Reporter Jessica McDiarmid tells the story of 16-years of entropy and indifference within the RCMP. Host: Jesse BrownCredits: Tristan Capacchione (Audio Editor and Technical Producer)Guest: Jessica McDiarmid Further reading: Toronto Star investigation, by Jessica McDiarmid Sponsors: Oxio, Rakuten, Freshbooks If you value this podcast, Support us! You'll get premium access to all our shows ad free, including early releases and bonus content. You'll also get our exclusive newsletter, discounts on merch at our store, tickets to our live and virtual events, and more than anything, you'll be a part of the solution to Canada's journalism crisis, you'll be keeping our work free and accessible to everybody. You can listen ad-free on Amazon Music-included with Prime. Hosted on Acast. See acast.com/privacy for more information.
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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.938 | 0.011 |
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