Bibliographic record
Abstract
This article investigates the role of physical and astronomical notions in the formation process of transnational political ideologies. It does so by focusing on the striking example of nineteenth-century early socialist movements, particularly Fourierism. Indeed, Fourier’s bold cosmogony enabled him to connect many fields of knowledge, and soon became a powerful vehicle for his ideas on the international scale. The article likewise analyses the ideological process through which Fourierist astronomical conceptions were adopted by foreign socialists, focusing on examples of Polish thinkers such as Jan Czyński and Stanisław Bratkowski who, in drawing on Fourierist ideas and usage of scientific terms, tried to embed his vocabulary in the ongoing nineteenth-century debates about Polish history and, more generally, the burning issue of the independence of the Polish state. Our comparative analysis highlights the contextual influences which contributed to re-shaping such ideas within a new absorbing context.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.057 |
| Scholarly communication | 0.011 | 0.014 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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 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".