Bibliographic record
Abstract
The Prison News Network (PNS) focuses on political trials, repressive abuses of imprisonment and the resistance to such oppression. It was joined with another existing prison periodical called Marionette made by prisoners for prisoners and the general public to spread awareness of the conditions prisons, Marion Penitentiary, Illinois in particular. PNS editor: Bulldozer Collective. Article topics include: "Manitoba's aboriginal justice inquiry condemns racism in the justice system", by Jim Campbell -- Two Americans, Charles Ng and Joseph Kindler, deported to U.S. in face of possible execution ("Court decision favours death") -- Prison activists met in Chicago for the 20th anniversary of the Attica Rebellion ("Campaign against Control Units begins: Chicago meeting to commemorate Attica") -- On Aug. 21, 1991 detainees from the 1980 Mariel boatlift from Cuba seized the Alpha Unit of the Federal Correctional Institute (FCI) at Talledega, AL ("Mas de la Cubanos", by Bill Dunne) -- U.S. rise in incarcerations revealed by Sentencing Project ("A state of death, a state of repression", by Mumia abu-Jamal) -- "Killing the value of life", by Paul Jorgesen -- Two Vancouver activists, Christine Lamont and Dave Spencer, were convicted in the Dec. 1989 kidnapping of Abilio Diniz in Sao Paulo, Brazil ("Update on Brazil kidnapping case") -- "New Jersey prisons repress ...". by Jim Campbell -- "... The prisoners resist", an open letter from Clifford "Dharuba" Roberts -- "Is the Black Liberation Army still in existence?", by Sekou Imarobge-Mussaui -- Remembering the Attica rebellion, Sept. 9, 1971 ("Attica=Resistance", "From Attica to Marion: it's closer than you think", "In commemoration of Jonathan Jackson", by Karimu U. Diop, and "Voices from the inside: In memory, August 21, 1971") -- "Linking anti-racist and lesbian'gay struggles" -- "AIDS issue is in our hands" -- Discussion of the article "The crime of black imprisonment" by Steve Whitman published in PNS no. 31 ("The root of all evil", by Bill Dunne) -- "Political prisoners: segregation or integration", by Paul Wright. (Note: p. 6-7 is a double-page spread.) Marionette, No. 56, July-August, 1991. Editor: Bill Dunne. Article topics include: Commission of Correction has released its investigation report on the death of James Charles, a prisoner in Attica State Prison ("Corrections Commission white washes prisoner's death", by Kenya Nkrumah) -- "Prison officials use transfers to harass political prisoner", by Lawrence Williams -- Prisoners at USP Marion required to work for UNICOR ("Means of destruction") -- Educational opportunities few at Marion ("Institutionalizing ignorance").
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.789 | 0.694 |
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".