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
An anarchist publication from Toronto made to support prisoners in various penal institutions. It began in 1980 and featured articles, letters, art, poetry etc. by prisoners and ex-prisoners. By Spring 1997 it had incorporated another journal called the Prison News Service and began to focus more on justice-related issues in Canada, namely: prisons, local jails, refugee detention centres, and First Nations self-determination. In this issue: "Introduction"; "Free the Vancouver Five" [poster title]; "Vancouver Five for life"; "Against the corporate state"; "Southern Buffalo spirit"; "Dakota revenge"; "Arizona State lock down"; "California dreaming"; "Cesspool plunge"; "Report from the Puerto Rican Movement"; "Soldiers of discontent"; "Anarchy can't fight alone"; "Prison, poverty, and power"; "Turtle Island under a cloud"; "Money appeal"; "Survival network"; "Ossining riot"; "Stepping on mocassin"; "Note from Walla Walla"; "Rape is still rape"; "Spiritual feasting"
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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