The Space-Times of Urbanizing NatureHow Green Became Good: Urbanized Nature and the Making of Cities and Citizens.Hillary Angelo. Chicago, IL: University of Chicago Press, 2021. 264 pp., 14 halftone illustrations. $30.00 paper (ISBN 9780226739045); $29.99 E-book (ISBN 9780226739182).Form and Flow: The Spatial Politics of Urban Resilience and Climate Justice. Kian Goh. Cambridge, MA: The MIT Press, 2021. 298 pp., 55 black-and-white illustrations. $35.00 paper (ISBN 9780262543057); $25.99 E-book (ISBN 9780262367059).
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
Introduction by David Wachsmuth , Department of Urban Planning and Institute of the Environment and Sustainability, University of California, Los Angeles, CA, USA.Two books published in 2021 both o...
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.009 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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