Morphometric factors as conditioning variables in the occurrence of floods in the Serafim Stream basin, subbasin of the Paraibuna River, Juiz de Fora, MG
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
As they encourage the monitoring of natural changes introduced by man such as soil use and occupation, basins should be considered as planning units because they allow for the monitoring of their activities in order to preserve natural resources. This study aims to characterize the watershed of the Serafim Stream, subbasin of the Paraibuna River, located in Juiz de Fora, MG, regarding its morphometric features. To do this, it was necessary to limit the basin area inserted in the map by IBGE (Juiz de Fora SF - 23 - X - D - IV - 1, scale 1:50,000). The basin has an area of 39.8 km2, drainage order equal to five and guidance to the northeast. The drainage pattern has been classified as dendritic, indicating average drainage capacity. Through the correlation between the morphometric factors, it can be stated that the basin has a median susceptibility to flooding.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| 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