The places image and reflections : the study of Leveda s
Bibliographic record
Abstract
The city s inhabitant is able to find in the quarter, different ways to know the urban environment as individual. The quarter shows through simple actions the familiar practices of living as collective neighborhood s relationships. However these actions also reveal different perspectives to valorize the places. Considering this presupposition this research explore the quarter, as an important way to understand the relationship between the man and his urban environment. At this sense, the research uses an image s mental analyses of the place. Through its construction is also explore the importance for understand the fundamental elements for evaluative environments. In order to illustrate this propose, the present research brings results based in the Levada´s district, Maceió, Alagoas. This district passed for the last forty years through transformations that caused the decadence of the area. Although the changes, its presents, until today, an active dynamic that emphasizes to neighborhood as the city. At the same way, shows its importance as an empirical study of the space s elements of the relationship between the man and his urban environment.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.010 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".