Bibliographic record
Abstract
According to a Toronto film critic, the Canadian film Ginger Snaps (2001) puts a "post-Buffy spin on an old familiar tale" (Harkness, 2001:99). The tale is of the werewolf, or, as it is referred to more properly, and consistently, throughout the film, lycanthrope; from the Greek lukanthropia, meaning lukos, wolf, and anthropos, man. It is an old tale indeed, dating back at least to Pliny. And while modern werewolf chronicles are not foreign to celluloid, director John Fawcett's Ginger Snaps ups the ante with a parallel tale of the horrors of puberty and high school in suburban Toronto. This much (aside from the Toronto part) it does share with Buffy the Vampire Slayer. But in Fawcett's film, the lycanthrope is not a "man" transformed into beast, but a teenaged girl, already with a lust for the morose, morphing into beastly form and sexual awakening after being attacked on the day she first begins menstruation—by a creature who's been doing in the neighborhood dogs.KeywordsMoral CommunityTeenaged GirlBare LifeHome OfficeMoral SpaceThese keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 | 0.001 |
| 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 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".