Bibliographic record
Abstract
This chapter presents a model that explains how the epic is a narrative genre that has become popular across a variety of new media. It demonstrates how the Arkham series of Batman video games – Batman: Arkham Asylum (Rocksteady Studios, 2009), Batman: Arkham City (Rocksteady Studios, 2011), Batman: Arkham Origins (Warner Bros. Games Montreal, 2013), and Batman: Arkham Knight (Rocksteady Studios, 2015) – is constructed as an epic narrative within the larger Batman media franchise. The Arkham series aspires to epic status by eclipsing competing Batman texts or by assimilating those texts into its continuity. The series is an example of how video games now influence the evolution and cross-adaptation of derivative and parallel works such as comics, movies, and other paratexts. The chapter concludes by observing how games like the Arkham series relate to representation and theories of postmodernism.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".