Dispersão de poluentes nos eixos estruturais em Curitiba (PR), Brasil
Bibliographic record
Abstract
O aumento da frota veicular causa a deterioração da qualidade do ar e o comprometimento da saúde e bem-estar da população. A malha urbana edificada influencia o escoamento do ar, dificultando a dispersão de emissões veiculares. O presente estudo objetiva avaliar a influência dos parâmetros de ocupação do solo definidos pela legislação municipal nos eixos estruturais em Curitiba (PR), caracterizados pelo forte estímulo ao adensamento e alto tráfego veicular. Foram simuladas variações do recuo frontal e das alturas das edificações nestes eixos, em especial na Avenida Sete de Setembro, a fim de verificar a influência destes na concentração de poluentes. São feitas sugestões de possíveis alterações à legislação em vigor, recomendando-se reduzir a altura das edificações no lado oposto ao vento predominante e aumentar, nos trechos não consolidados, o recuo frontal da sobreloja.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.007 |
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; both teacher heads agree on what is shown here.
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".