Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article illuminates the contemporary vitality of Lenin’s theory of ideology. Since the collapse of Soviet socialism, some have attempted to dismiss Lenin’s theory as anti-Marxist and lacking in critical power. More recent studies of the Marxist theory of ideology have neglected Lenin entirely. Contrastingly, this article argues that Lenin’s theory of ideology remains relevant, albeit misunderstood. First, Lenin highlighted the class essence of ideology with unparalleled force and clarity. He emphasised that every ideology serves the power of a definite class. Second, Lenin clarified the role of ideology as a weapon in the class struggle. He urged the working class to use socialist ideology to further its interests and overthrow capitalism. Third, Lenin outlined the principles for engaging in the ideological struggle. He instructed Marxists on how to advance their ideas and defeat bourgeois ones. These insights remain indispensable for communists, a hundred years after Lenin’s death in 1924.
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.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it