IMPACTOS PLUVIAIS NO BAIRRO CAJURU - CURITIBA - PR.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study analyzes the concentrated pluviometric events, focalizing the pluvial impacts on Cajuru quarter, in Curitiba- PR-Brazil, in the perspective of the Urban Climate System, subsystem hydrometeoric of Monteiro (1976, 2003). It consists in identifying the occurrence of daily pluviometric totals equal and superior to 60 mm, in the municipalities of Curitiba and Colombo, this last one containing the headwaters of Atuba river, which influences the quarter that we are studying. It analyzes yeat, the outflows of Atuba river, and also its tendencies for the last two decades. The results point out many events with magnitudes higher than 100 mm daily, which generated many impacts on Cajuru quarter. The river outflows showed a considerable increase in the course of the years, probably because of the changes in the use of the soil in the basin of Atuba river and in the specific area of study.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.134 | 0.002 |
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