Marxism's 'Communicative Crisis'? Mapping Debates over Leninist Print-Media Practices in the 20th Century.
Bibliographic record
Abstract
Despite the scholarly neglect of Marxism’s ‘communicative crisis’, it was a topic of concern that was addressed, debated and negotiated over by party leaders, intellectuals and activists on a continuous basis throughout the 20th century. These concerns revolved around three areas: first, the primary means of print communication, the party paper; second, the specialization of production, particularly around the role of writers and journalists; and third, the search for a popular rhetoric and writing style, which would appeal to the general public. This paper maps out the ‘communicative crisis’ of Marxism in the 20th century through an examination of key intersections of disputes over the correct approach to its practices of print communication, as a starting point for an historical analysis of the failures and successes of Marxist political praxis.
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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 | 0.014 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.008 | 0.008 |
| Science and technology studies | 0.011 | 0.077 |
| Scholarly communication | 0.023 | 0.021 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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".