Restored Store in Marqués de Larios St.
Bibliographic record
Abstract
Cities, these days, try really hard to be perceived as the perfect places to visit on a map. The powerful international brands constantly seek for the perfect place and way to be seen by their targets. But, how does the globalisation directly affect to the a reas declared as World Heritage Sites? This research is based on the analysis of a private property at 3 Larios St in Malaga, Spain. The study includes a historie evolution and transformation of both, the property and the street. Do market chains really respect the preservation of the cities? The first phase of the investigation started with an analysis of the architecture design of the street made by Guerrero Strachan (1879-1930), who introduced the Chicago School architecture to Malaga. As a result of the study, it has been demonstrated that the original shop adjusted itself to the architecture of the buildings, the regionalist trade from the last quarter of the 20th century didn't respect neither the order nor the geometry of the building. On the other hand, the international brand made a complete restoration of the façade, with a Boito style, giving unite of style to both, the shop and the building.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.058 | 0.011 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".