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
The 1956 Hungarian Revolution highlighted the failures of Stalinist policies and violent suppression as a means of establishing legitimacy, prompting the Hungarian government under János Kádár to adopt the New Economic Mechanism (NEM) in 1968. Aimed at revitalizing Hungary’s domestic market and export potential, the NEM replaced rigid Soviet-style central planning with a more flexible, market-conscious system of autonomous enterprises. This study examines the social and economic impacts of the NEM on the Hungarian working class throughout the 1970s and 1980s, focusing on how its implementation eroded working-class power, constructed new forms of class conflict between factory workers and the new managerial elite, and eroded socialist work culture as societal values shifted towards consumerism. Drawing from firsthand accounts, factory surveys, and state records, this study reveals how workers experienced the contradictory repercussions of NEM. Rather than strengthening the working class, as Marxist-Leninist theory would dictate, Kádár’s NEM precipitated wage stagnation, recreated class conflict, and effectively diminished the power of the Hungarian working class. These contradictions, embodied in labor practices and social dynamics, paved the way for the decline of the socialist state and the rise of individualism within the Hungarian workplace and beyond.
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 | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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