Bibliographic record
Abstract
Marxism and neoliberalism are two distinct philosophical schools of thought with fundamental distinctions. Marxism takes a scientific view of the world, whereas neoliberalism is a theory of free market regulation in a new economic environment without government intervention. The conflict between neo-Marxism and neoliberalism revolves around the theory and practice of the socialist market economy. There is a contrast between socialism and capitalism because, as a specific economic operation mechanism, the market economy must be combined with a certain fundamental social economic system and subordinated to this system, serving to consolidate and develop this basic system. The socialist market economy is not a combination of the socialist system and the market economy but rather an organic whole that integrates the two; therefore, it cannot replicate the Western market economy system. The socialist market economy must combine planning and the market, maximizing the benefits of both without emphasizing one over the other. Neoliberalism and Marxism took distinct stances and provided different answers to the question of how to define freedom. Although there are many similar perspectives on some issues, there are substantial disparities in fundamental concepts. The key to a solid socialist political structure is an accurate comprehension of the underlying difference between these two schools of thought regarding freedom.
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".