Deconstructing Western Culture: Stuart Hall’s Approach to Critical Theory
Bibliographic record
Abstract
This article delves into the significant contributions of Stuart Hall to media and cultural studies through a Marxist lens, emphasizing his innovative approach to the concept of representation. Hall’s integration of critical theory with media studies has provided deep insights into the dynamics of culture and power within society, highlighting the role of media in shaping and reflecting social identities and struggles. The paper critically examines Hall’s interdisciplinary application of neo-Marxist theories, notably those of Antonio Gramsci and Louis Althusser, to analyze contemporary media landscapes. By exploring Hall’s critique of authoritarian populism and his theories on cultural hegemony and ideological representation in media, the article sheds light on the lasting impact of his work on current media practices. The paper also assesses the practical implications of Hall’s theories in understanding the mechanisms of inclusion and representation in media, suggesting their relevance in navigating the complexities of global media today.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.004 |
| Science and technology studies | 0.007 | 0.067 |
| Scholarly communication | 0.013 | 0.016 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".