The Avengers Disassembled: Deconstructing Gender & Hegemonic Masculinity in Superhero Culture
Bibliographic record
Abstract
This study explores the construction of gender and manifestation of hegemonic masculinity in comic and superhero culture. It is an investigation into the marginalization and discrimination of “lesser” masculinities that do not conform to the ideals of hegemony as theorized by R.W. Connell. Employing a third-‐wave feminist and masculinity theorist approach to gender and sexuality theory, this study considers the massive expansion of comic culture from the early 1940s through the early twenty-‐first century, and the many ways in which gender and sexuality have been constructed in these narratives. The research illustrates the gross injustice of an idealized version of masculinity that rewards hierarchical structures and male superiority, embraces competition and aggression, and celebrates the domination of weaker individuals through power and violence. Evidence suggests that the continual exposure and consumption of popular culture has the potential to influence social and cultural thought. Through a qualitative film analysis of Joss Whedon’s The Avengers (2012), this research project critiques the various ways in which certain masculinities are more socially privileged than others, and how those that do not fulfill expected gender norms are often relegated to villainy, or—like most women in comic culture—submissive or support roles. As such, this project demonstrates the possibilities of social justice interventions into pop culture masculinity by proposing alternative paths to healthy masculinities that are not marginalizing, discriminatory, or oppressive in nature, thereby disproving the myths of manhood that suggest there is only one way to be a “real” man.
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 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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.028 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".