Mudanças Climáticas em Campina Grande-PB – Um Estudo sobre o Aquecimento Urbano (Climate Change in Campina Grande-PB – A Study on Urban Heat)
Why this work is in the frame
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Bibliographic record
Abstract
O objetivo deste trabalho é estudar o comportamento da temperatura do ar nos últimos 20 anos (1990-2010), sobre a área urbana de Campina Grande, em relação às médias climatológicas do Instituto Nacional de Meteorologia – INMET (1961-1990). Foram utilizados dados da estação meteorológica do INMET, localizada nas dependências da EMBRAPA - Algodão – Campina Grande. Diagnosticou-se que a temperatura nos últimos anos tem apresentado um acréscimo considerável na temperatura observada em comparação com as normais climatológicas do INMET. Assim, os resultados convergiram em que as temperaturas médias, máximas e mínimas ficassem acima da normal climatológica. Infere-se que as diferenças nos valores de temperatura acontecem devido à urbanização ocorrida na área de estudo nos últimos 20 anos e que gerou uma ilha de calor no entorno da estação meteorológica da EMBRAPA, visto que a influência da urbanização favorece o aquecimento daquela região em estudo. Palavras-chave: Temperatura, Ilha de calor, Aquecimento das cidades. Climate Change in Campina Grande-PB – A Study on Urban Heat ABSTRACT The objective of this work is to study the behavior of air temperature over the past 20 years (1990-2010), over the urban area of Campina Grande, in relation to climatological averages from the National Institute of Meteorology - INMET (1961-1990). We used data from the meteorological station INMET, located on the premises of EMBRAPA - Cotton - Campina Grande. We diagnosed that the temperature during the past year has seen a considerable increase in temperature observed in comparison with the normal climatological INMET. Thus, the results converged on the average temperatures, highs and lows were above the climatological normal. It is inferred that the differences in temperature occur due to the urbanization that occurred in the study area in the last 20 years and has generated a heat island in the vicinity of the meteorological station of EMBRAPA, since the influence of urbanization favors warming in that region study. Key words: Temperature, Heat island, Heating cities.
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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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.003 |
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