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
Seeking new definitions of ecology in the tar sands of northern Alberta and searching for the sweetness of life in the face of planetary crises. Confounded by global warming and in search of an affirmative politics that links ecology with social change, Matt Hern and Am Johal set off on a series of road trips to the tar sands of northern Alberta—perhaps the world's largest industrial site, dedicated to the dirty work of extracting oil from Alberta's vast reserves. Traveling from culturally liberal, self-consciously “green” Vancouver, and aware that our well-meaning performances of recycling and climate-justice marching are accompanied by constant driving, flying, heating, and fossil-fuel consumption, Hern and Johal want to talk to people whose lives and fortunes depend on or are imperiled by extraction. They are seeking new definitions of ecology built on a renovated politics of land. Traveling with them is their friend Joe Sacco—infamous journalist and cartoonist, teller of complex stories from Gaza to Paris—who contributes illustrations and insights and a chapter-length comic about the contradictions of life in an oil town. The epic scale of the ecological horror is captured through an series of stunning color photos by award-winning aerial photographer Louis Helbig. Seamlessly combining travelogue, sophisticated political analysis, and ecological theory, speaking both to local residents and to leading scholars, the authors propose a new understanding of ecology that links the domination of the other-than-human world to the domination of humans by humans. They argue that any definition of ecology has to start with decolonization and that confronting global warming requires a politics that speaks to a different way of being in the world—a reconstituted understanding of the sweetness of life. Published with the help of funding from Furthermore: a program of the J. M. Kaplan fund
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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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