Design-Build of Wastewater Force Main in North Bay Village, Florida
Bibliographic record
Abstract
The City of North Bay Village (City) needed to construct a new 16-inch Sanitary Sewer Forcemain from the City's Main Pump Station along the 79th Street Causeway west through the City of Miami and connecting directly to a Miami-Dade Water and Sewer Department (MDWASD) 24-inch forcemain. The proposed 16-inch forcemain (FM) will serve as a replacement pipeline to the existing 12- inch forcemain that transports wastewater from the City of North Bay Village to Miami Beach's wastewater system which is the re-pumped to MDWASD's Central District Wastewater Treatment Plant (CDWWTP). The existing 12,000 feet of cast iron forcemain poses environmental, health and safety risks due to its age and condition. In addition, the existing forcemain could be rehabilitated in the future providing the City with a redundant forcemain to transport sewage should the proposed line fail or be required to be shut off. The Design-Build Proposal presents the findings of the City's Feasibility Study and our team's due diligence, technical and construction experience to deliver the best solution to meet or exceed the City's goals for schedule, budget, innovation, operability and public impact.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.015 | 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 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".