Avengers dissemble! Transmedia superhero franchises and cultic management
Bibliographic record
Abstract
Abstract Through a case study of The Avengers (2012) and other recently adapted Marvel Entertainment properties, it will be demonstrated that the reimagined, rebooted and serialized intermedial text is fundamentally fan oriented: a deliberately structured and marketed invitation to certain niche audiences to engage in comparative activities. That is, its preferred spectators are often those opinionated and outspoken fan cultures whose familiarity with the texts is addressed and whose influence within a more dispersed film-going community is acknowledged, courted and potentially colonized. These superhero franchises – neither remakes nor adaptations in the familiar sense – are also paradigmatic byproducts of an adaptive management system that is possible through the appropriation of the economics of continuity and the co-option of online cultic networking. In short, blockbuster intermediality is not only indicative of the economics of post-literary adaptation, but it also exemplifies a corporate strategy that aims for the strategic co-option of potentially unruly niche audiences.
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.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".