Bibliographic record
Abstract
Marxism is the science of universal standard. The truth, practicality, scientific of Marxism has been proved by history. But with the development of practice, the development of Marxist theory itself is facing a new opportunity, also faced with unprecedented challenges. How to effectively cope with the challenges？Such as: Is communism a utopia? The labor theory of value is effective? Socialist country is democracy? And so on. All these problems are the socialist system and Marxist must think and answer. As a Marxist, how to truly stand in the position of Marxism, using the Marxist method and point of view to observe the social and economic development and the progress of human civilization and world history, is the problem of contemporary Marxists has to think about. Or it will lose vitality, and will be out of date, and possible failure. The most familiar example is the socialist power caused by the collapse of the Soviet Union and its consequences. As important heritage and development of Marxist theory, the Communist Party of China has always been guided by the Marxism theory, whether in revolution, construction and reform, or the governing principle politics today. Can say, not only accumulated a very valuable historical experience, but also enriched and developed Marxism, the Communist Party of China have a say in the history of Marxist development. So, we need to discuss three questions, the effectiveness of the Marxist theory, and understanding of Marxist trajectory of the Communist Party of China, the challenge for the Marxism theory and how to deal with.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.005 | 0.013 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".