USO DE INSTRUMENTO DE SUPORTE À TOMADA DE DECISÃO PARA GESTÃO DOS RECURSOS HÍDRICOS NO ESTADO DE MINAS GERAIS
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 aim of this study was to evaluate the application of the National Water Resources Policy (PNRH) in Minas Gerais state, analysing the implementation of its instruments. In order to achieve this, two indicators related to the implementation of the PNRH instruments (composed of five verifiers) and the performance of the river basin committees (composed of three verifiers) in each Planning and Management Unit for Water Resources (UPGRH) were established. Each verifier was analysed in relation to its compliance percentage. Weights were also assigned to verifiers through the Analytical Hierarchical Process. Based on these figures, it was possible to calculate the Effective Contribution Index of the PNRH instruments in the state of Minas Gerais, estimated at around 71%. Although the index is considered high, the approval of water bodies classification, charging for water use, and operation of river basin agencies is still insufficient in the state. The methodology applied in the present study proved to be adequate for the evaluation of the proposed criteria, allowing, also, the aggregation of new criteria for the evaluation of PNRH management instruments.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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