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 commentary responds to Ayona Datta’s article on ‘New Urban Utopias of India’, in which she examines Dholera as one of the pioneers of India’s national ‘smart city’ agenda. My response probes the roots of new cities such as Dholera, arguing that beyond their connections to post-independence new towns, they can also be understood as the descendants of and heirs to colonial imperial city building. Despite the rhetoric put forth by political figures, designers, consultants and other ‘visionaries’ and ‘thought leaders’ who label new cities as ‘innovation hubs’, ‘smart’, ‘global’ and ‘eco’, these glittering utopias in fact reproduce colonial era power dynamics and priorities. I suggest that stronger arguments could be made to connect Dholera and other planned ‘entrepreneurial cities’ to colonial urban development and power structures in order to demonstrate the continuities in new city projects over the past century.
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 | 0.000 |
| 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