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
Abstract More than half of the world’s population lives in cities; by 2050, it will be more than three quarters. Projections suggest that megacities of 50 million or even 100 million inhabitants will emerge by the end of the century, mostly in the Global South. This shift marks a major and unprecedented transformation of the organization of society, both spatially and geopolitically. Our constitutional institutions and imagination, however, have failed to keep pace with this new reality. Cities have remained virtually absent from constitutional law and constitutional thought, not to mention from comparative constitutional studies more generally. As the world is urbanizing at an extraordinary rate, this book argues, new thinking about constitutionalism and urbanization is desperately needed. In six chapters, the book considers the reasons for the “constitutional blind spot” concerning the metropolis, probes the constitutional relationship between states and (mega)cities worldwide, examines patterns of constitutional change and stalemate in city status, and aims to carve a new place for the city in constitutional thought, constitutional law, and constitutional practice.
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) | 0.003 | 0.013 |
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