Precision Tracking of Pressure Events: “What’s Going on in My Transmission Pipeline Loop?”
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
Cobb County Marietta Water Authority (CCMWA) has a large diameter transmission main loop carrying water around its jurisdiction. The loop is 75 miles long, with 36 to 54-inch diameter sizes, both ductile and PCCP materials. Undertaking leak or condition assessment inspections of the full length of the line is cost prohibitive. However, by accurately monitoring water pressure at various points along the loop, it was believed that CCMWA could identify transient events occurring in the system and locate them, so that appropriate responses and actions could be taken. This case study outlines the methodology CCMWA undertook, the type of data they collected, the types of events they were able to identify when monitoring pressures at high sample rates, and how the information collected provided meaningful insight into events going on in their system–both how operational events and previously unknown activities at major customer locations were impacting the network.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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