We are the world (but only at the end of the world): Race, disaster, and the Anthropocene
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.
Bibliographic record
Abstract
This essay explores the racial politics of a select group of contemporary disaster film and fiction to reveal the relationship between race and futurity that also undergirds discussions of the Anthropocene. I provide a comparative close reading of the disasters in Roland Emmerich’s The Day After Tomorrow and 2012, Behn Zeitlin’s Beasts of the Southern Wild, and Karen Tei Yamashita’s Through the Arc of the Rain Forest. I argue that the cultural anxieties that structure these texts are expressions of the racial logic rooted in universalist concerns for the future of humanity, the very concern of the Anthropocene. Arguing against inclusion as the means of achieving equality and toward a new materialist understanding of race, my paper illuminates not only the racial assumptions of the Anthropocene but also, and perhaps more importantly, its racial consequences.
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 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 | 0.002 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it