Bibliographic record
Abstract
Rosa Luxemburg’s pungent honesty is evident in her critical-minded and ‘unorthodox’ analysis of the economic expansionism of imperialism that arose out of the accumulation of capital. Despite an idiosyncratic reading and critique of Marx’s Capital, she sought to defend and advance the revolutionary perspectives of classical Marxism. Criticisms and counterpoised analyses offered by Rosdolsky, Bukharin, Lenin, and Robinson have not diminished what are generally seen as brilliant contributions. Militarism, war, and inhumanity are perceived as essential to imperialism in her analyses, and imperialism is seen as central to the nature of capitalism. Luxemburg’s account of global economic development reflect impressive economic insight, historical sweep, and anthropological sensitivity that impress critics as well partisans. Le franc parler de Rosa Luxemburg est évident dans ses analyses critiques et ‘hétérodoxes’ de l’expansionnisme économique de l’impérialisme qui a émergé de l’accumulation du capital. Malgré une lecture idiosyncratique et critique du Capital de Marx, elle cherchait à défendre et à avancer les perspectives révolutionnaires du marxisme classique. Les critiques et contre-analyses offertes par Rosdolsky, Boukharine, Lénine et Robinson n’ont pas diminué des contributions communément admises comme brillantes. Dans ses analyses, le militarisme, la guerre et l’inhumanité sont perçues comme essentiels à l’impérialisme et l’impérialisme occupe une place centrale dans la nature du capitalisme. La description du développement économique mondial par Luxemburg montre une acuité économique impressionnante, un sens de l’histoire, et une sensitivité anthropologique qui ont impressionné ses critiques comme ses partisans.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.018 | 0.002 |
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".