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 Much of the literature about globalization exaggerates the degree of novelty. In this review, we concentrate on claims about what has changed about cities under late capitalism and globalization. Although we suggest that cities have long been influenced by global forces, we conclude that the roles of cities in the global system have changed considerably as a result of the time-space compression made possible by new transportation, communication, and organizational technologies. After discussing what the global perspective means within anthropology, and how it affects urban anthropological research, our review concentrates on three complex issues. First is whether the global factory and increasing knowledge-intensivity have decreased or increased the utility of the intermediary or brokerage roles that cities play. Second, we examine changes in how people live in globalizing cities. Third, we consider the implications of the construction and maintenance of relationships across borders for processes of citizenship, affiliation, and transnational social movements.
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 | 0.001 | 0.001 |
| 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