Creative Industries, Comparative Media Theory and the Limits of Critique from Within
Bibliographic record
Abstract
It has become common for contemporary media and cultural theorists to claim that “there is no more outside.” Such a position pushes the idea of a horizontally organized information society to the extreme and fails to account for how exclusion is a condition of possibility. This essay analyses how a “constitutive outside” functions within the creative industries as a result of the exploitation of the intellectual property generated by labourpower. The essay develops the notion of an outside as it figures in Adorno’s method of immanent critique and Deleuze’s logic of immanence. Finally, the essay examines how the constitutive force of an outside is a key component of Innis’s theories of communications media and cultural formation. Overall, the essay argues that a political theory of mediaculture is one that addresses how the outside operates as an affirmative force that holds the capacity for transformation.
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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 | 0.012 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.007 | 0.004 |
| Science and technology studies | 0.014 | 0.093 |
| Scholarly communication | 0.026 | 0.023 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.006 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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".