Disclosure of technical solutions of tunnels by the press as the decisive factor for the insertion of underground works in feasibility studies of road connections for Vitória, ES
Bibliographic record
Abstract
Espírito Santo, one of the smallest states in Brazil, does not have any tradition in underground works for road infrastructure. Bridges are the unique type of structure adopted in its intersections and connections. The Greater Vitória is demanding new connections for its cities: Vila Velha, Vitória and Cariacica. The public authorities have been proposed again only bridges for these new connections, excluding completely the underground solutions, neither conventional nor Immersed Tunnels. To change this culture many reports in newspapers and magazine were published by the local press to present for the Capixabas the possibilities of tunneling. The first task of the reports was dismissing the myths about tunnels, said even by the local leaders as “a solution too expensive or technically impossible to construct”. The success of this endeavor is proved by the last governmental actions: detailed designs were hired to develop road connections with five tunnels.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.031 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.015 | 0.004 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".