The Pictorial Saga of Social Control: An Analysis of Political and Social Symbolism in Dunhuang Murals
Bibliographic record
Abstract
The objective of this study is to investigate the historical role of Dunhuang murals as a tool for political and social control. By conducting a thorough analysis of the themes, elements, and textual content of the murals, the study findings revealed how these artworks reflected the political ideologies, social norms, and moral values prevalent during their creation. This article aims to clarify this perspective from a multidisciplinary standpoint, drawing upon insights from art history, political science, and sociology to provide fresh interpretations grounded in both theoretical frameworks and empirical evidence. The research underscores that art serves as a reflection of political will, engages in a dynamic interplay with social control, and serves as an innovative platform for political propaganda, thereby demonstrating a profound interconnection and intricate relationship between art, power dynamics, and societal structures.
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How this classification was reachedexpand
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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".