Bibliographic record
Abstract
Monsters have fascinated us since time immemorial, springing from our cultural imaginations and appearing in our stories, myths, legends, fairy tales, literature, artwork, poetry, comic books, films, television shows, and, of course, video games. Monstrous beings embody our fears, anxieties, and prejudices, while also being irresistible figures whose forms and stories are continuously re-envisioned, remediated, and even sometimes redeemed. The concept of monstrosity itself is a form of chimera, defying classification and categorization, morphing and mutating to fit all kinds of analytical moulds. This is perhaps because monsters themselves are ambiguous and often contradictory figures. As Rosi Braidotti (2011) has pointed out, monsters “represent the in-between, the mixed, the ambivalent as implied in the ancient Greek root of the word for ‘monsters’: teras, which means both horrible and wonderful, object of aberration and adoration, placed between the sacred and the profane” (p. 216, emphasis in original). In this sense, while the monster is a villain in countless stories and media, it is really an ambiguous figure, defying clear categorization as either “bad” or “good.” For example, in his book Monster Theory, Jeffrey Jerome Cohen (1996) discusses how the figure of the monster often symbolically polices the borders of what is permissible, signalling that to step outside of social norms risks either “attack by some monstrous border patrol or (worse) to become monstrous oneself” (p. 12). Yet, at the same time, some monsters can be guardians or protectors, such as the kaiju Mothra; they may also be objects of dangerous or transgressive romantic interest, such as vampires or sirens; or they can be cute companions, like Pokémon—short for “Pocket Monsters.” The monstrous also sometimes offers space for the subversion of hegemonic norms and power structures (see Wilson, 2020) and a point of identification for marginalized groups. For instance, feminist activists have reclaimed a figure like Medusa as a symbol of women’s rage against oppressive patriarchal systems, and even a pop star like Lady Gaga has used the term “monster” to refer to the queerness, deviance, and non-normativity of herself and her fans.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 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".