Ciudad y gestion de las transformaciones sociales
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 work reviews the research topic "cities as centres of accelerated social transformations" and delimits the field and function of urban themes that are carried out by various organisations.The work synthesises the debate that took place in a regional meeting organised by UNESCO and supported by the City of Viena and the Canadian Commission for UNES-CO (Viena, 10th to 12th of February 1994) and the work of experts in the field appointed by UNESCO.This document does not intend to systematically exam the abundant literature on the subject.This work comprises three parts.The first part presents the scene: the advent of an urban civilization.The second part tries to outline the most important social transformations that are affecting the cities and conditioning their sustainable administration now and in the future, and presents the constant and difficult problems faced by the decision-makers, and therefore, by the transdisciplinary comparative international research.The third part identifies the challenges faced by the UNESCO Programme on the theme of cities.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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