The residential project of low size as surmount of the urban frontier: Santiago de Chile in the last quarter of the century
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
Chile is the Latin-American country with the largest social housing production. Such production is characterized by the fact that it has been mainly constructed under the same typology through different versions: the low rise housing, resulting an urban development of quickly growth, mainly shaped by the massive and disperse addition of residential paths in its borders. Starting from the specific case of the metropolitan area of Santiago de Chile, this article presents a reflexive approach to this phenomenon, analyzing and showing the different “morpho-tipological” constants that have taken form in the city periphery in the latest quarter of the last century, product of the formation of the large low -cost housing surface. Mainly centered in the growth of this building typology –from a critic analysis of the phenomenon– approaches from the territorial occupation developed processes as from its massive production, evaluating its typological evolution as a prototype of the poorest groups areas as well as a resultant housing landscape as consequence of the actual relation between the building sector and the political decisions on planning and housing.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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