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Record W2603823148 · doi:10.21810/strm.v8i2.200

Selling Marvel’s Cinematic Superheroes Through Militarization

2016· article· en· W2603823148 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.

Bibliographic record

VenueStream Interdisciplinary Journal of Communication · 2016
Typearticle
Languageen
FieldArts and Humanities
TopicComics and Graphic Narratives
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsComicsHollywoodNarrativeMilitarizationMainstreamCopycatPopular cultureFilmographyEntertainmentAestheticsFilm genreSociologyMedia studiesMovie theaterArtAdvertisingVisual artsLiteraturePolitical scienceLawArt historyPoliticsPsychology

Abstract

fetched live from OpenAlex

The Marvel comics film adaptations have been some of the most successful Hollywood products of the post 9/11 period, bringing formerly obscure cultural texts into the mainstream. Through an analysis of the adaptation process of Marvel Entertainment’s superhero franchise from comics to film, I argue that militarization has been used by Hollywood as a discursive formation with which to transform niche properties into mass market products. I consider the locations of narrative ambiguities in two key comics texts, The Ultimates (2002-2007) and The New Avengers (2005-2012), as well as in the film The Avengers (2011), and demonstrate the significant reorientation towards the military of the film franchise. While Marvel had attempted to produce film adaptations for decades, only under the new “militainment” discursive formation was it finally successful. I argue that superheroes are malleable icons, known largely by the public by their image and perhaps general character traits rather than their narratives. Militainment is introduced through a discourse of realism provided by Marvel Studios as an indicator that the property is not just for children.
 Keywords: militarization, popular film, comic books, adaptation

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score0.768

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.027
GPT teacher head0.278
Teacher spread0.250 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it