SURFACE TEMPERATURE AND ALBEDO IN THE ILHA SOLTEIRA REGION, SÃO PAULO
Why this work is in the frame
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Bibliographic record
Abstract
The main purpose was to perform a dynamic analysis in the fields of soil heat flux, albedo and surface temperature, with a 10-year interval, for the region of Ilha Solteira. The data used were obtained through multispectral images from TM Landsat 5's sensor, corresponding to orbit 222, point 74, for May 13, 2000 and April 10, 2011. Using the results obtained, the surface albedo was estimated with minimum values of 3.7% and a maximum of 53.2% for May 13, 2000 and minimum values of 2.0 and a maximum of 58.4% for April 10 2011, showing an increase in the surface reflexivity of the study area. With the increase of the surface albedo, the mean surface temperature rose from 24.5C, in 2000, to 25.2C, in 2011, a rise of 0.7C. For soil heat flux, the variations were of 62.9 W.m-2 in May 13, 2000, to 58.0 W.m-2 in April 10, 2011, revealing a greater heat retention in the soil.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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