A insuficiência hídrica e manejo agroecológico do solo: “o caso do assentamento Jacaré Curituba V, P.A. Nova Canada”
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
The text presented here is the result of an experiment related to the techniques developed in compliance with the requirements of the Higher Course of Technology in Agroecology of the Federal Institute of Sergipe (IFS), Campus Sao Cristovao, having as partial requirement of evaluation of the disciplines of Management of Hydrographic Basins and Agroecological Management of Soil. It had as a locus the Jacare Curituba V Settlement, known as PA Nova Canada, 5 km away from the city of Caninde de Sao Francisco / SE, being carried out in three phases and happened between the months of March and April of 2018, with the participation of 10 families and brings a reflection on the water conditions in which the farmers of the settlement are exposed.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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