Bibliographic record
Abstract
PNS editors: Bulldozer Collective. Article topics include: "Shattering social mythology", by Bill Dunne,a report on a study entitled The myth of humane imprisonment: a critical analysis of severe discipline in maximum security prisons, 1945-1990 (also known as The prison discipline study (PDS)) -- "Appeal after appeal after appeal ...", by Mumia abu-Jamal discusses the death penalty and the appeals process -- "Wounded Knee will not be forgotten", in memory of the massacre -- "Canada seeks to continue its domination of First Nations", by Jim Campbell, discusses Canada's relations with indigenous peoples at Kahnawake and with the Lubicon people -- New Brunswick native prison group threatened -- "Mixed feelings on international tribunal on political prisoners/POWs", by Jim Campbell, discusses the Special International Tribunal on the Violation of Human Rights of Political Prisoners and Prisoners of War in U.S. Prisons and Jails, held at Hunter College in New York on Dec. 7-10, 1990 -- "Resistance conspiracy trial wraps up", from Toronto Ecomedia, reports that Linda Evans and Laura Whitehorn were sentenced for conspiracy and aiding and abetting the 1983 bombing of the Capitol Building following the U.S. invasion of Grenada -- "Whither anti-authoritarianism?", by Bill Dunne, asks that people get involved in the anti-authoritarianism movement and collectives -- "Repression becomes more open in New Jersey", "What is the ANU?", and "Black cultural awareness ignites lockdown" are three articles about the New Jersey state prison in Trenton and the ANU (Afrikan National Ujamaa) -- "Lebanon, Ohio's dead wing" is a report about conditions in isolation cells at Lebanon Correctional Institution in Ohio -- "FN! campaign shouldn't divide us!" is an open letter about the Freedom Now! movement and the inadvisability of labeling people -- "It isn't our war, no blood for oil", by Ravi, condemns the war in Iraq, including Canada's involvement. (Note: p. 6-7 is a double-page spread). Marionette, no. 52, November-December 1990. Edited by Bill Dunne. Article topics include: "Smiley faced humbug" notes holiday cheer, or the lack of, at USP Marion -- "Roll over and lick 'em time" remarks on "C-unit reviews" at USP Marion -- "Commie queers face persecution", by Robynsky, discusses the law in Russia -- "Vancouver police attack squatters", from Ecomedia Toronto.
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 | 0.002 |
| 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 | 0.002 |
| Insufficient payload (model declined to judge) | 0.698 | 0.652 |
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".