Elite vs “Middle Class”: The Defining Conflict of Global Instability in the First Quarter of the 21st Century
Bibliographic record
Abstract
The article considers the problem of the struggle for influence between the elite and the middle class in modern states. The study covers the period from the second half of the 20th century to the present time, highlighting two key stages of the confrontation. In the first half of the analyzed period, the elite and the middle class acted as allies in the struggle against the personal dominance of political leaders. However, after neutralizing the “dictatorial” potential of the leadership institute in the 2000s, the elite launched an active campaign against the middle class, which by that time had accumulated significant social, material and intellectual capital and began to pose a threat to the establishment’s positions of power. The author analyzes the measures taken by the elite to reduce the authority of the middle class in societies of “civilized” countries and establish full control over shaping the agenda of human development. In conclusion, it is noted that despite the ongoing confrontation, the elite retains a significant advantage over both political leaders and the popular majority, the core of which is the middle class.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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".