Bases de um sistema de gerência de estradas municipais do Estado do Rio Grande do Sul
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
County roads represent an important share of the total extension of the road network in Rio Grande do Sul, one o f the Brazilian states.In most municipalities, the activities of these roads take a significant part of their budgets.Even so, the management strategies used are deficient, either from a technological development perspective or from the adrninistrative controls and costs viewpoint.In this work the bases of a management system are proposed, adapted to the reality ofthe county roads found in the municipalities studied.The main feature ofthe system is the rationalization of the maintenance, improvement and construction activities, assuring a better use of the available resources and a progressive improvement ofthe road network.A new specification for the materiais for unpaved roads is presented in a preliminary sense, based on the peculiarities o f the materiais usuaJiy found in tropical reg1ons.
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 | 0.008 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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