Podcast - Jane Philpott, Brad Blair and animal cruelty.
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
Photo: (Brad Blair)Justin Trudeau has lost another cabinet minister. Jane Philpott resigned yesterday, declaring a lack of confidence in the government following allegations of political interference in the SNC Lavalin case.Guest: Duff Conacher, Cofounder of Democracy Watch, adjunct professor at University of Ottawa.The deputy OPP Commissioner who expressed concerns over the hiring of Ron Taverner was fired. The Corrections Minister however says there was no political interference.Guest: Richard Brennan, retired journalist with the Toronto Star. Covered Queen's Park and Parliament Hill.The OSPCA has told the Ontario government that they will no longer enforce and investigate animal cruelty laws.Guest: Camille Labchuk, Executive Director of Animal Justice.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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