Nature, society, and thought: a journal of dialectical and historical materialism, Volume 20, Number 3-4 (July/October, 2007)
Bibliographic record
Abstract
ARTICLES: \nVictor G. Devinatz, “We Had a Utopia in the Union”: \nJames Wright, the Farm Equipment Workers Union, \nand the Struggle for Civil Rights Unionism in \nPostwar Louisville, 1946–1952. \nEthel Tobach, Identity of Comparative Psychology: Its \nStatus and Advances in Evolutionary Theory and \nGenetics. \nSinan Koont, Urban Agriculture in Cuba: Of, by, and \nfor the Barrio. \nYan Ma, Virtual Value of Natural Resources: A \nMarxist Explanation. \nCONFERENCES: \nThe Socialist Market Economy and Other Theoretical \nIssues--NST Symposium, June 2007. Part 3. \nArmen Baghdoyan, Antagonism of Capitalist and \nSocialist Market Economies. \nWang Zhongbao, Public Nature of Enterprises, Their \nEfficiency, and Economic Development. \nPhyllis Bailey, A Modern History of Sino-Canadian \nRelations. \nZuang Junju, China’s Socialist Market Economy and Its \nDifference from Neoliberalism. \nAnthony Coughlan, The European Union Crisis Continues. \nHuang Xiaowu, China’s New Rural Cooperative Medical \nService System. \nKathleen Densmore, The Formation of Socialist \nConsciousness. \nPeter Fleissner, The Marxian Transformation Problem \nRevisited. \nRichard Fletcher, Can a Socialist Enterprise Survive \nin a Market Economy? \nEddie J. Girdner, From Sea to Shining Sea: The \nDegradation of Social Welfare under \nNeoliberalism in the United States. \nHermann Kopp, On G7/G8 Global Governance. \nChristine Jacqulyn McMahon, Mobilizing Sustainable \nIndustries. \nRoger Marheine, Socialism before “Market Socialism”: \nPedagogical and Political Considerations in \nTeaching David Hare’s Fanshen. \nJohn H. Moore, Free Goods and Primitive Communism: \nAn Anthropological Perspective. \nDavid S. Pena, The Dictatorship of the Proletariat and \nthe Socialist Market Economy. \nArthur B. Shostak, Chinese Labor Unions and \nCyberUnionism. \nRenildo Souza, Classical Marxism, Socialism, and the \nMarket. \nWORLD ASSOCIATION FOR POLITICAL ECONOMY: \nStatement on Marxism and Sustainable Development \nAdopted at the Third Forum of the World Association \nfor Political Economy, Langfang, China, 24–25 May \n2008. \nAUTHOR AND TITLE INDEX FOR \nVOLUMES 1 (1987)–20 (2007). \nABSTRACTS (in English and French).
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.006 | 0.026 |
| Scholarly communication | 0.010 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".