Bibliographic record
Abstract
Abstract Born in Trier, Karl Marx (1818–83), grew up in an environment saturated with the spirit of the Enlightenment, the French Revolution, and a republican worldview. Beginning as a left‐Hegelian, Marx's editorship of the Rheinische Zeitung , Feuerbach's critique of religion, and his early exposure to political economy led him to develop his own materialist conception of history. The key, early developments were his critique of Hegel's Philosophy of Right , the draft manuscripts of 1844, and the 1845 draft manuscript The German Ideology . When Marx's ideas prevailed during two international conferences in 1847, he wrote the League of the Just's new manifesto – the Manifesto of the Communist Party . Marx struggled for almost 30 years with how to present his critique of political economy, ultimately beginning with commodity as the elementary form of capitalist production – Das Kapital 's most important chapter. Despite conscious attempts to forge a single Marxist doctrine, the posthumous publication of his literary estate indicates the complexity of his ideas. Rather than being a Holy Scripture, Marx's work is best viewed as an unfinished, dynamic, unstable, dialectical whole that contains many strengths and insights but also some lacunae. The most glaring is the absence of a theory of consciousness formation.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.018 | 0.010 |
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".