Bibliographic record
Abstract
This article investigates the tensions in the writings of Rosa Luxemburg as juxtaposed to her historical contemporaries in light of the debate on reformist Marxism. Primarily, her exchanges with Eduard Bernstein on the question of social revolution and with Vladimir Lenin on the question of nationality are explored. In relating these debates to present day examples of social and protest movements, as well as those for national independence, the article attempts to tease out guidance for Marxist political praxis in the current day. By close reading of the Bernstein-Luxemburg debate, it can be seen that the “reform or revolution” debate is often posited in terms which are inconsistent with those the authors originally meant. The article posits that there is no inherent tension or dichotomous relationship between reforms and revolutionary practice as consistent with the way the terms are normally used today. At the same time, it raises questions about what the practical limits of Marxism as both an analytic framework and a guide to political action are, particularly on the question of nationalism.
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 | 0.010 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.009 | 0.062 |
| Scholarly communication | 0.012 | 0.016 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".