Their Own Devices: Steampunk Airships as Heterotopias of Crisis and Deviance
Bibliographic record
Abstract
Michel Foucault uses a sailing vessel as the exemplar of his theory of heterotopia because of its mobility. The lateral and vertical mobility of the steampunk airship indicates the potential for an even greater exemplar of heterotopia, particularly of Foucault’s defining principles of heterotopic crisis and deviance. These principles are explored onboard the steampunk airships of Scott Westerfeld’s Leviathan trilogy and Gail Carriger’s Finishing School series, resulting in travel towards progressive social frontiers of gender and race. The protagonists of the Leviathan trilogy move from a position of crisis to deviance, as mediated through the friendship and romance of two representatives of warring factions. In contrast, the heroine of the Finishing School series moves from deviance to crisis as she navigates the vagaries of gender and racial identity. These airship heterotopias of young adult fiction, which not only descend geographically but also socially, cross liminal crisis spaces of class, race, gender, and identity to craft literary cartographies for these social frontiers, providing readers with literary maps for their uncertain real worlds of crisis.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.021 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".