San Patricio Water Transmission Pipeline—Multiple Pipe Solutions
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
In order to keep up with demand, San Patricio Municipal Water District (SPMWD) evaluated options ranging from increasing treatment capacity to purchasing additional treated water directly from the City of Corpus Christi. After discussions with industrial customers regarding required water quality and quantity, it was decided the way forward was to supplement its existing treated water capacity with additional purchase water from the City of Corpus Christi. This would require a new 48 in. water transmission pipeline extended approximately 23 mi from Corpus Christi to Gregory, TX. As the consulting engineer, J. Schwarz & Associates was asked to design this pipeline with four different pipe materials in mind: bar-wrapped (C303) concrete pressure pipe, ductile iron pipe, PVC, and spirally welded steel pipe. This posed to be a challenge as the variations in the pipe materials properties and joint systems require that the design address the different aspects of each material from acceptable joining methods and corrosion protection system. The paper will review this project in detail from cradle to grave covering aspects from the initial design parameters and construction documents through the bidding process and construction completion. Included in this presentation will also be lessons learned through the design and construction process.
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) | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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